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<?xml version="1.0" encoding="utf-8" ?>
<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd">
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta http-equiv="Content-Style-Type" content="text/css" />
<meta name="generator" content="pandoc" />
<meta name="author" content="DJM" />
<meta name="date" content="2018-10-23" />
<title>Lecture 5</title>
<style type="text/css">code{white-space: pre;}</style>
<style type="text/css">
a.sourceLine { display: inline-block; line-height: 1.25; }
a.sourceLine { pointer-events: none; color: inherit; text-decoration: inherit; }
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code.sourceCode { white-space: pre; position: relative; }
div.sourceCode { margin: 1em 0; }
pre.sourceCode { margin: 0; }
@media screen {
div.sourceCode { overflow: auto; }
}
@media print {
code.sourceCode { white-space: pre-wrap; }
a.sourceLine { text-indent: -1em; padding-left: 1em; }
}
pre.numberSource a.sourceLine
{ position: relative; left: -4em; }
pre.numberSource a.sourceLine::before
{ content: attr(data-line-number);
position: relative; left: -1em; text-align: right; vertical-align: baseline;
border: none; pointer-events: all; display: inline-block;
-webkit-touch-callout: none; -webkit-user-select: none;
-khtml-user-select: none; -moz-user-select: none;
-ms-user-select: none; user-select: none;
padding: 0 4px; width: 4em;
color: #aaaaaa;
}
pre.numberSource { margin-left: 3em; border-left: 1px solid #aaaaaa; padding-left: 4px; }
div.sourceCode
{ }
@media screen {
a.sourceLine::before { text-decoration: underline; }
}
code span.al { color: #ff0000; font-weight: bold; } /* Alert */
code span.an { color: #60a0b0; font-weight: bold; font-style: italic; } /* Annotation */
code span.at { color: #7d9029; } /* Attribute */
code span.bn { color: #40a070; } /* BaseN */
code span.bu { } /* BuiltIn */
code span.cf { color: #007020; font-weight: bold; } /* ControlFlow */
code span.ch { color: #4070a0; } /* Char */
code span.cn { color: #880000; } /* Constant */
code span.co { color: #60a0b0; font-style: italic; } /* Comment */
code span.cv { color: #60a0b0; font-weight: bold; font-style: italic; } /* CommentVar */
code span.do { color: #ba2121; font-style: italic; } /* Documentation */
code span.dt { color: #902000; } /* DataType */
code span.dv { color: #40a070; } /* DecVal */
code span.er { color: #ff0000; font-weight: bold; } /* Error */
code span.ex { } /* Extension */
code span.fl { color: #40a070; } /* Float */
code span.fu { color: #06287e; } /* Function */
code span.im { } /* Import */
code span.in { color: #60a0b0; font-weight: bold; font-style: italic; } /* Information */
code span.kw { color: #007020; font-weight: bold; } /* Keyword */
code span.op { color: #666666; } /* Operator */
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code span.st { color: #4070a0; } /* String */
code span.va { color: #19177c; } /* Variable */
code span.vs { color: #4070a0; } /* VerbatimString */
code span.wa { color: #60a0b0; font-weight: bold; font-style: italic; } /* Warning */
</style>
<style type="text/css">
body
{
margin: 0 0 0 0;
padding: 0 0 0 0;
width: 100%;
height: 100%;
color: black;
background-color: white;
font-family: "Gill Sans MT", "Gill Sans", GillSans, sans-serif;
font-size: 14pt;
}
div.toolbar {
position: fixed; z-index: 200;
top: auto; bottom: 0; left: 0; right: 0;
height: 1.2em; text-align: right;
padding-left: 1em;
padding-right: 1em; font-size: 60%;
color: DimGray;
background-color: rgb(240,240,240);
border-top: solid 1px rgb(180,180,180);
}
div.toolbar span.copyright {
color: DimGray;
margin-left: 0.5em;
}
div.initial_prompt {
position: absolute;
z-index: 1000;
bottom: 1.2em;
width: 100%;
background-color: rgb(200,200,200);
opacity: 0.35;
background-color: rgb(200,200,200, 0.35);
cursor: pointer;
}
div.initial_prompt p.help {
text-align: center;
}
div.initial_prompt p.close {
text-align: right;
font-style: italic;
}
div.slidy_toc {
position: absolute;
z-index: 300;
width: 60%;
max-width: 30em;
height: 30em;
overflow: auto;
top: auto;
right: auto;
left: 4em;
bottom: 4em;
padding: 1em;
background: rgb(240,240,240);
border-style: solid;
border-width: 2px;
font-size: 60%;
}
div.slidy_toc .toc_heading {
text-align: center;
width: 100%;
margin: 0;
margin-bottom: 1em;
border-bottom-style: solid;
border-bottom-color: rgb(180,180,180);
border-bottom-width: 1px;
}
div.slide {
z-index: 20;
margin: 0 0 0 0;
padding-top: 0;
padding-bottom: 0;
padding-left: 20px;
padding-right: 20px;
border-width: 0;
clear: both;
top: 0;
bottom: 0;
left: 0;
right: 0;
line-height: 120%;
background-color: transparent;
}
div.background {
display: none;
}
div.handout {
margin-left: 20px;
margin-right: 20px;
}
div.slide.titlepage {
text-align: center;
}
div.slide.titlepage h1 {
padding-top: 10%;
margin-right: 0;
}
div.slide h1 {
padding-left: 0;
padding-right: 20pt;
padding-top: 4pt;
padding-bottom: 4pt;
margin-top: 0;
margin-left: 0;
margin-right: 60pt;
margin-bottom: 0.5em;
display: block; font-size: 160%;
line-height: 1.2em;
background: transparent;
}
@media screen and (max-device-width: 1024px)
{
div.slide { font-size: 100%; }
}
@media screen and (max-device-width: 800px)
{
div.slide { font-size: 200%; }
div.slidy_toc {
top: 1em;
left: 1em;
right: auto;
width: 80%;
font-size: 180%;
}
}
div.toc-heading {
width: 100%;
border-bottom: solid 1px rgb(180,180,180);
margin-bottom: 1em;
text-align: center;
}
img {
image-rendering: optimize-quality;
}
pre {
font-size: 80%;
font-weight: bold;
line-height: 120%;
padding-top: 0.2em;
padding-bottom: 0.2em;
padding-left: 1em;
padding-right: 1em;
border-style: solid;
border-left-width: 1em;
border-top-width: thin;
border-right-width: thin;
border-bottom-width: thin;
border-color: #95ABD0;
color: #00428C;
background-color: #E4E5E7;
}
li pre { margin-left: 0; }
blockquote { font-style: italic }
img { background-color: transparent }
p.copyright { font-size: smaller }
.center { text-align: center }
.footnote { font-size: smaller; margin-left: 2em; }
a img { border-width: 0; border-style: none }
a:visited { color: navy }
a:link { color: navy }
a:hover { color: red; text-decoration: underline }
a:active { color: red; text-decoration: underline }
a {text-decoration: none}
.toolbar a:link {color: blue}
.toolbar a:visited {color: blue}
.toolbar a:active {color: red}
.toolbar a:hover {color: red}
ul { list-style-type: square; }
ul ul { list-style-type: disc; }
ul ul ul { list-style-type: circle; }
ul ul ul ul { list-style-type: disc; }
li { margin-left: 0.5em; margin-top: 0.5em; }
li li { font-size: 85%; font-style: italic }
li li li { font-size: 85%; font-style: normal }
div dt
{
margin-left: 0;
margin-top: 1em;
margin-bottom: 0.5em;
font-weight: bold;
}
div dd
{
margin-left: 2em;
margin-bottom: 0.5em;
}
p,pre,ul,ol,blockquote,h2,h3,h4,h5,h6,dl,table {
margin-left: 1em;
margin-right: 1em;
}
p.subhead { font-weight: bold; margin-top: 2em; }
.smaller { font-size: smaller }
.bigger { font-size: 130% }
td,th { padding: 0.2em }
ul {
margin: 0.5em 1.5em 0.5em 1.5em;
padding: 0;
}
ol {
margin: 0.5em 1.5em 0.5em 1.5em;
padding: 0;
}
ul { list-style-type: square; }
ul ul { list-style-type: disc; }
ul ul ul { list-style-type: circle; }
ul ul ul ul { list-style-type: disc; }
ul li { list-style: square;
margin: 0.1em 0em 0.6em 0;
padding: 0 0 0 0;
line-height: 140%;
}
ol li { margin: 0.1em 0em 0.6em 1.5em;
padding: 0 0 0 0px;
line-height: 140%;
list-style-type: decimal;
}
li ul li { font-size: 85%; font-style: italic;
list-style-type: disc;
background: transparent;
padding: 0 0 0 0;
}
li li ul li { font-size: 85%; font-style: normal;
list-style-type: circle;
background: transparent;
padding: 0 0 0 0;
}
li li li ul li {
list-style-type: disc;
background: transparent;
padding: 0 0 0 0;
}
li ol li {
list-style-type: decimal;
}
li li ol li {
list-style-type: decimal;
}
ol.outline li:hover { cursor: pointer }
ol.outline li.nofold:hover { cursor: default }
ul.outline li:hover { cursor: pointer }
ul.outline li.nofold:hover { cursor: default }
ol.outline { list-style:decimal; }
ol.outline ol { list-style-type:lower-alpha }
ol.outline li.nofold {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAIACAMzMzOvr/ywAAAAACQAJAAACD4SPoRvG614Dctb4MEMcFAA7) no-repeat 0px 0.5em;
}
ol.outline li.unfolded {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACEYyPoivG614LAlg7ZZbxoR8UADs=) no-repeat 0px 0.5em;
}
ol.outline li.folded {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACFIyPoiu2sJyCyoF7W3hxz850CFIAADs=) no-repeat 0px 0.5em;
}
ol.outline li.unfolded:hover {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACEYSPoivG614DIlg7ZZbxoQ8UADs=) no-repeat 0px 0.5em;
}
ol.outline li.folded:hover {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACFISPoiu2sZyCyoV7G3hxz850CFIAADs=) no-repeat 0px 0.5em;
}
ul.outline li.nofold {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAIACAMzMzOvr/ywAAAAACQAJAAACD4SPoRvG614Dctb4MEMcFAA7) no-repeat 0px 0.5em;
}
ul.outline li.unfolded {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACEYyPoivG614LAlg7ZZbxoR8UADs=) no-repeat 0px 0.5em;
}
ul.outline li.folded {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACFIyPoiu2sJyCyoF7W3hxz850CFIAADs=) no-repeat 0px 0.5em;
}
ul.outline li.unfolded:hover {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACEYSPoivG614DIlg7ZZbxoQ8UADs=) no-repeat 0px 0.5em;
}
ul.outline li.folded:hover {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACFISPoiu2sZyCyoV7G3hxz850CFIAADs=) no-repeat 0px 0.5em;
}
a.titleslide { font-weight: bold; font-style: italic }
img.hidden { display: none; visibility: hidden }
div.initial_prompt { display: none; visibility: hidden }
div.slide {
visibility: visible;
position: inherit;
}
div.handout {
border-top-style: solid;
border-top-width: thin;
border-top-color: black;
}
@media screen {
.hidden { display: none; visibility: visible }
div.slide.hidden { display: block; visibility: visible }
div.handout.hidden { display: block; visibility: visible }
div.background { display: none; visibility: hidden }
body.single_slide div.initial_prompt { display: block; visibility: visible }
body.single_slide div.background { display: block; visibility: visible }
body.single_slide div.background.hidden { display: none; visibility: hidden }
body.single_slide .invisible { visibility: hidden }
body.single_slide .hidden { display: none; visibility: hidden }
body.single_slide div.slide { position: absolute }
body.single_slide div.handout { display: none; visibility: hidden }
}
@media print {
.hidden { display: block; visibility: visible }
div.slide pre { font-size: 60%; padding-left: 0.5em; }
div.toolbar { display: none; visibility: hidden; }
div.slidy_toc { display: none; visibility: hidden; }
div.background { display: none; visibility: hidden; }
div.slide { page-break-before: always }
div.slide.first-slide { page-break-before: avoid }
}
.jslider table {
margin-left: 0em;
margin-right: 0em;
}
table.dataTable, .shiny-datatable-output div {
font-size: 14pt;
}
.dataTables_info, .dataTables_paginate {
font-size: 19px;
}
pre.sourceCode, code.sourceCode {
font-size: 80%;
}
label, button, input, select, textarea {
font-size: 14pt;
}
ul.nav, ul.nav li {
list-style-type: none;
}
</style>
<script src="data:application/javascript;base64,/* slidy.js

   Copyright (c) 2005-2013 W3C (MIT, ERCIM, Keio), All Rights Reserved.
   W3C liability, trademark, document use and software licensing
   rules apply, see:

   http://www.w3.org/Consortium/Legal/copyright-documents
   http://www.w3.org/Consortium/Legal/copyright-software

   Defines single name "w3c_slidy" in global namespace
   Adds event handlers without trampling on any others
*/

// the slidy object implementation
var w3c_slidy = {
  // classify which kind of browser we're running under
  ns_pos: (typeof window.pageYOffset!='undefined'),
  khtml: ((navigator.userAgent).indexOf("KHTML") >= 0 ? true : false),
  opera: ((navigator.userAgent).indexOf("Opera") >= 0 ? true : false),
  ipad: ((navigator.userAgent).indexOf("iPad") >= 0 ? true : false),
  iphone: ((navigator.userAgent).indexOf("iPhone") >= 0 ? true : false),
  android: ((navigator.userAgent).indexOf("Android") >= 0 ? true : false),
  ie: (typeof document.all != "undefined" && !this.opera),
  ie6: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 6") != -1),
  ie7: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 7") != -1),
  ie8: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 8") != -1),
  ie9: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 9") != -1),

  // data for swipe and double tap detection on touch screens
  last_tap: 0,
  prev_tap: 0,
  start_x: 0,
  start_y: 0,
  delta_x: 0,
  delta_y: 0,

  // are we running as XHTML? (doesn't work on Opera)
  is_xhtml: /xml/.test(document.contentType),

  slide_number: 0, // integer slide count: 0, 1, 2, ...
  slide_number_element: null, // element containing slide number
  slides: [], // set to array of slide div's
  notes: [], // set to array of handout div's
  backgrounds: [], // set to array of background div's
  observers: [], // list of observer functions
  toolbar: null, // element containing toolbar
  title: null, // document title
  last_shown: null, // last incrementally shown item
  eos: null,  // span element for end of slide indicator
  toc: null, // table of contents
  outline: null, // outline element with the focus
  selected_text_len: 0, // length of drag selection on document
  view_all: 0,  // 1 to view all slides + handouts
  want_toolbar: true,  // user preference to show/hide toolbar
  mouse_click_enabled: true, // enables left click for next slide
  scroll_hack: 0, // IE work around for position: fixed
  disable_slide_click: false,  // used by clicked anchors

  lang: "en", // updated to language specified by html file

  help_anchor: null, // used for keyboard focus hack in showToolbar()
  help_page: "http://www.w3.org/Talks/Tools/Slidy2/help/help.html",
  help_text: "Navigate with mouse click, space bar, Cursor Left/Right, " +
             "or Pg Up and Pg Dn. Use S and B to change font size.",

  size_index: 0,
  size_adjustment: 0,
  sizes:  new Array("10pt", "12pt", "14pt", "16pt", "18pt", "20pt",
                    "22pt", "24pt", "26pt", "28pt", "30pt", "32pt"),

  // needed for efficient resizing
  last_width: 0,
  last_height: 0,


  // Needed for cross browser support for relative width/height on
  // object elements. The work around is to save width/height attributes
  // and then to recompute absolute width/height dimensions on resizing
   objects: [],

  // attach initialiation event handlers
  set_up: function () {
    var init = function() { w3c_slidy.init(); };
    if (typeof window.addEventListener != "undefined")
      window.addEventListener("load", init, false);
    else
      window.attachEvent("onload", init);
  },

  hide_slides: function () {
    if (document.body && !w3c_slidy.initialized)
      document.body.style.visibility = "hidden";
    else
      setTimeout(w3c_slidy.hide_slides, 50);
  },

  // hack to persuade IE to compute correct document height
  // as needed for simulating fixed positioning of toolbar
  ie_hack: function () {
    window.resizeBy(0,-1);
    window.resizeBy(0, 1);
  },

  init: function () {
    //alert("slidy starting test 10");
    document.body.style.visibility = "visible";
    this.init_localization();
    this.add_toolbar();
    this.wrap_implicit_slides();
    this.collect_slides();
    this.collect_notes();
    this.collect_backgrounds();
    this.objects = document.body.getElementsByTagName("object");
    this.patch_anchors();
    this.slide_number = this.find_slide_number(location.href);
    window.offscreenbuffering = true;
    this.size_adjustment = this.find_size_adjust();
    this.time_left = this.find_duration();
    this.hide_image_toolbar();  // suppress IE image toolbar popup
    this.init_outliner();  // activate fold/unfold support
    this.title = document.title;
    this.keyboardless = (this.ipad||this.iphone||this.android);

    if (this.keyboardless)
    {
      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
      this.want_toolbar = 0;
    }

    // work around for opera bug
    this.is_xhtml = (document.body.tagName == "BODY" ? false : true);

    if (this.slides.length > 0)
    {
      var slide = this.slides[this.slide_number];
   
      if (this.slide_number > 0)
      {
        this.set_visibility_all_incremental("visible");
        this.last_shown = this.previous_incremental_item(null);
        this.set_eos_status(true);
      }
      else
      {
        this.last_shown = null;
        this.set_visibility_all_incremental("hidden");
        this.set_eos_status(!this.next_incremental_item(this.last_shown));
      }

      this.set_location();
      this.add_class(this.slides[0], "first-slide");
      w3c_slidy.show_slide(slide);
    }

    this.toc = this.table_of_contents();

    this.add_initial_prompt();

    // bind event handlers without interfering with custom page scripts
    // Tap events behave too weirdly to support clicks reliably on
    // iPhone and iPad, so exclude these from click handler

    if (!this.keyboardless)
    {
      this.add_listener(document.body, "click", this.mouse_button_click);
      this.add_listener(document.body, "mousedown", this.mouse_button_down);
    }

    this.add_listener(document, "keydown", this.key_down);
    this.add_listener(document, "keypress", this.key_press);
    this.add_listener(window, "resize", this.resized);
    this.add_listener(window, "scroll", this.scrolled);
    this.add_listener(window, "unload", this.unloaded);

    this.add_listener(document, "gesturechange", function ()
    {
      return false;
    });

    this.attach_touch_handers(this.slides);

    // this seems to be a debugging hack
    //if (!document.body.onclick)
    //  document.body.onclick = function () { };

    this.single_slide_view();

    //this.set_location();

    this.resized();

    if (this.ie7)
      setTimeout(w3c_slidy.ie_hack, 100);

    this.show_toolbar();

    // for back button detection
    setInterval(function () { w3c_slidy.check_location(); }, 200);
    w3c_slidy.initialized = true;
  },

  // create div element with links to each slide
  table_of_contents: function () {
    var toc = this.create_element("div");
    this.add_class(toc, "slidy_toc hidden");
    //toc.setAttribute("tabindex", "0");

    var heading = this.create_element("div");
    this.add_class(heading, "toc-heading");
    heading.innerHTML = this.localize("Table of Contents");

    toc.appendChild(heading);
    var previous = null;

    for (var i = 0; i < this.slides.length; ++i)
    {
      var title = this.has_class(this.slides[i], "title");
      var num = document.createTextNode((i + 1) + ". ");

      toc.appendChild(num);

      var a = this.create_element("a");
      a.setAttribute("href", "#(" + (i+1) + ")");

      if (title)
        this.add_class(a, "titleslide");

      var name = document.createTextNode(this.slide_name(i));
      a.appendChild(name);
      a.onclick = w3c_slidy.toc_click;
      a.onkeydown = w3c_slidy.toc_key_down;
      a.previous = previous;

      if (previous)
        previous.next = a;

      toc.appendChild(a);

      if (i == 0)
        toc.first = a;

      if (i < this.slides.length - 1)
      {
        var br = this.create_element("br");
        toc.appendChild(br);
      }

      previous = a;
    }

    toc.focus = function () {
      if (this.first)
        this.first.focus();
    }

    toc.onmouseup = w3c_slidy.mouse_button_up;

    toc.onclick = function (e) {
      e||(e=window.event);

      if (w3c_slidy.selected_text_len <= 0)
         w3c_slidy.hide_table_of_contents(true);

      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    };

    document.body.insertBefore(toc, document.body.firstChild);
    return toc;
  },

  is_shown_toc: function () {
    return !w3c_slidy.has_class(w3c_slidy.toc, "hidden");
  },

  show_table_of_contents: function () {
    w3c_slidy.remove_class(w3c_slidy.toc, "hidden");
    var toc = w3c_slidy.toc;
    toc.focus();

    if (w3c_slidy.ie7 && w3c_slidy.slide_number == 0)
      setTimeout(w3c_slidy.ie_hack, 100);
  },

  hide_table_of_contents: function (focus) {
    w3c_slidy.add_class(w3c_slidy.toc, "hidden");

    if (focus && !w3c_slidy.opera &&
        !w3c_slidy.has_class(w3c_slidy.toc, "hidden"))
      w3c_slidy.set_focus();
  },

  toggle_table_of_contents: function () {
    if (w3c_slidy.is_shown_toc())
      w3c_slidy.hide_table_of_contents(true);
    else
      w3c_slidy.show_table_of_contents();
  },

  // called on clicking toc entry
  toc_click: function (e) {
    if (!e)
      e = window.event;

    var target = w3c_slidy.get_target(e);

    if (target && target.nodeType == 1)
    {
      var uri = target.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
        var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }
    }

    w3c_slidy.hide_table_of_contents(true);
    if (w3c_slidy.ie7) w3c_slidy.ie_hack();
    w3c_slidy.stop_propagation(e);
    return w3c_slidy.cancel(e);
  },

  // called onkeydown for toc entry
  toc_key_down: function (event) {
    var key;

    if (!event)
      var event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
      key = window.event.keyCode;
    else if (event.which)
      key = event.which;
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey)
      return true;

    if (key == 13)
    {
      var uri = this.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
       var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }

      w3c_slidy.hide_table_of_contents(true);

      if (self.ie7)
       w3c_slidy.ie_hack();

      return w3c_slidy.cancel(event);
    }

    if (key == 40 && this.next)
    {
      this.next.focus();
      return w3c_slidy.cancel(event);
    }

    if (key == 38 && this.previous)
    {
      this.previous.focus();
      return w3c_slidy.cancel(event);
    }

    return true;
  },

  touchstart: function (e)
  {
    // a double touch often starts with a
    // single touch due to fingers touching
    // down at slightly different times
    // thus avoid calling preventDefault here
    this.prev_tap = this.last_tap;
    this.last_tap = (new Date).getTime();

    var tap_delay = this.last_tap - this.prev_tap;

    if (tap_delay <= 200)
    {
      // double tap
    }

    var touch = e.touches[0];

    this.pageX = touch.pageX;
    this.pageY = touch.pageY;
    this.screenX = touch.screenX;
    this.screenY = touch.screenY;
    this.clientX = touch.clientX;
    this.clientY = touch.clientY;

    this.delta_x = this.delta_y = 0;
  },

  touchmove: function (e)
  {
    // override native gestures for single touch
    if (e.touches.length > 1)
      return;

    e.preventDefault();
    var touch = e.touches[0];
    this.delta_x = touch.pageX - this.pageX;
    this.delta_y = touch.pageY - this.pageY;
  },

  touchend: function (e)
  {
    // default behavior for multi-touch
    if (e.touches.length > 1)
      return;

    var delay = (new Date).getTime() - this.last_tap;
    var dx = this.delta_x;
    var dy = this.delta_y;
    var abs_dx = Math.abs(dx);
    var abs_dy = Math.abs(dy);

    if (delay < 500 && (abs_dx > 100 || abs_dy > 100))
    {
      if (abs_dx > 0.5 * abs_dy)
      {
        e.preventDefault();

        if (dx < 0)
          w3c_slidy.next_slide(true);
        else
          w3c_slidy.previous_slide(true);
      }
      else if (abs_dy > 2 * abs_dx)
      {
        e.preventDefault();
        w3c_slidy.toggle_table_of_contents();
      }
    }
  },

  // ### OBSOLETE ###
  before_print: function () {
    this.show_all_slides();
    this.hide_toolbar();
    alert("before print");
  },

  // ### OBSOLETE ###
  after_print: function () {
    if (!this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
    }
    alert("after print");
  },

  // ### OBSOLETE ###
  print_slides: function () {
    this.before_print();
    window.print();
    this.after_print();
  },

  // ### OBSOLETE ?? ###
  toggle_view: function () {
    if (this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
      this.view_all = 0;
    }
    else
    {
      this.show_all_slides();
      this.hide_toolbar();
      this.view_all = 1;
    }
  },

  // prepare for printing  ### OBSOLETE ###
  show_all_slides: function () {
    this.remove_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
  },

  // restore after printing  ### OBSOLETE ###
  single_slide_view: function () {
    this.add_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
    this.last_shown = this.previous_incremental_item(null);
  },

  // suppress IE's image toolbar pop up
  hide_image_toolbar: function () {
    if (!this.ns_pos)
    {
      var images = document.getElementsByTagName("IMG");

      for (var i = 0; i < images.length; ++i)
        images[i].setAttribute("galleryimg", "no");
    }
  },

  unloaded: function (e) {
    //alert("unloaded");
  },

  // Safari and Konqueror don't yet support getComputedStyle()
  // and they always reload page when location.href is updated
  is_KHTML: function () {
    var agent = navigator.userAgent;
    return (agent.indexOf("KHTML") >= 0 ? true : false);
  },

  // find slide name from first h1 element
  // default to document title + slide number
  slide_name: function (index) {
    var name = null;
    var slide = this.slides[index];

    var heading = this.find_heading(slide);

    if (heading)
      name = this.extract_text(heading);

    if (!name)
      name = this.title + "(" + (index + 1) + ")";

    name.replace(/\&/g, "&amp;");
    name.replace(/\</g, "&lt;");
    name.replace(/\>/g, "&gt;");

    return name;
  },

  // find first h1 element in DOM tree
  find_heading: function (node) {
    if (!node || node.nodeType != 1)
      return null;

    if (node.nodeName == "H1" || node.nodeName == "h1")
      return node;

    var child = node.firstChild;

    while (child)
    {
      node = this.find_heading(child);

      if (node)
        return node;

      child = child.nextSibling;
    }

    return null;
  },

  // recursively extract text from DOM tree
  extract_text: function (node) {
    if (!node)
      return "";

    // text nodes
    if (node.nodeType == 3)
      return node.nodeValue;

    // elements
    if (node.nodeType == 1)
    {
      node = node.firstChild;
      var text = "";

      while (node)
      {
        text = text + this.extract_text(node);
        node = node.nextSibling;
      }

      return text;
    }

    return "";
  },

  // find copyright text from meta element
  find_copyright: function () {
    var name, content;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "copyright")
        return content;
    }

    return null;
  },

  find_size_adjust: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "font-size-adjustment")
        return 1 * content;
    }

    return 1;
  },

  // <meta name="duration" content="20" />  for 20 minutes
  find_duration: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "duration")
        return 60000 * content;
    }

    return null;
  },

  replace_by_non_breaking_space: function (str) {
    for (var i = 0; i < str.length; ++i)
      str[i] = 160;
  },

  // ### CHECK ME ### is use of "li" okay for text/html?
  // for XHTML do we also need to specify namespace?
  init_outliner: function () {
    var items = document.getElementsByTagName("li");

    for (var i = 0; i < items.length; ++i)
    {
      var target = items[i];

      if (!this.has_class(target.parentNode, "outline"))
        continue;

      target.onclick = this.outline_click;
/* ### more work needed for IE6
      if (!this.ns_pos)
      {
        target.onmouseover = this.hover_outline;
        target.onmouseout = this.unhover_outline;
      }
*/
      if (this.foldable(target))
      {
        target.foldable = true;
        target.onfocus = function () {w3c_slidy.outline = this;};
        target.onblur = function () {w3c_slidy.outline = null;};

        if (!target.getAttribute("tabindex"))
          target.setAttribute("tabindex", "0");

        if (this.has_class(target, "expand"))
          this.unfold(target);
        else
          this.fold(target);
      }
      else
      {
        this.add_class(target, "nofold");
        target.visible = true;
        target.foldable = false;
      }
    }
  },

  foldable: function (item) {
    if (!item || item.nodeType != 1)
      return false;

    var node = item.firstChild;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node))
        return true;

      node = node.nextSibling;
    }

    return false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  fold: function (item) {
    if (item)
    {
      this.remove_class(item, "unfolded");
      this.add_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
         w3c_slidy.add_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  unfold: function (item) {
    if (item)
    {
      this.add_class(item, "unfolded");
      this.remove_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
        w3c_slidy.remove_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = true;
  },

  outline_click: function (e) {
    if (!e)
      e = window.event;

    var rightclick = false;
    var target = w3c_slidy.get_target(e);

    while (target && target.visible == undefined)
      target = target.parentNode;

    if (!target)
      return true;

    if (e.which)
      rightclick = (e.which == 3);
    else if (e.button)
      rightclick = (e.button == 2);

    if (!rightclick && target.visible != undefined)
    {
      if (target.foldable)
      {
        if (target.visible)
          w3c_slidy.fold(target);
        else
          w3c_slidy.unfold(target);
      }

      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
    }

    return false;
  },

  add_initial_prompt: function () {
    var prompt = this.create_element("div");
    prompt.setAttribute("class", "initial_prompt");

    var p1 = this.create_element("p");
    prompt.appendChild(p1);
    p1.setAttribute("class", "help");

    if (this.keyboardless)
      p1.innerHTML = "swipe left to move to next slide";
    else
      p1.innerHTML = "Space, Right Arrow or swipe left to move to " +
                     "next slide, click help below for more details";

    this.add_listener(prompt, "click", function (e) {
      document.body.removeChild(prompt);
      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    });

    document.body.appendChild(prompt);
    this.initial_prompt = prompt;
    setTimeout(function() {document.body.removeChild(prompt);}, 5000);
  },

  add_toolbar: function () {
    var counter, page;

     this.toolbar = this.create_element("div");
     this.toolbar.setAttribute("class", "toolbar");

     // a reasonably behaved browser
     if (this.ns_pos || !this.ie6)
     {
       var right = this.create_element("div");
       right.setAttribute("style", "float: right; text-align: right");

       counter = this.create_element("span")
       counter.innerHTML = this.localize("slide") + " n/m";
       right.appendChild(counter);
       this.toolbar.appendChild(right);

       var left = this.create_element("div");
       left.setAttribute("style", "text-align: left");

       // global end of slide indicator
       this.eos = this.create_element("span");
       this.eos.innerHTML = "* ";
       left.appendChild(this.eos);

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       left.appendChild(help);
       help.style.display="none"; 
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       left.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:w3c_slidy.toggle_table_of_contents()");
       contents.setAttribute("title", this.localize("table of contents"));
       contents.innerHTML = this.localize("Contents");
       left.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       left.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.className = "copyright";
         span.innerHTML = copyright;
         left.appendChild(span);
       }

       this.toolbar.setAttribute("tabindex", "0");
       this.toolbar.appendChild(left);
     }
     else // IE6 so need to work around its poor CSS support
     {
       this.toolbar.style.position = (this.ie7 ? "fixed" : "absolute");
       this.toolbar.style.zIndex = "200";
       this.toolbar.style.width = "99.9%";
       this.toolbar.style.height = "1.2em";
       this.toolbar.style.top = "auto";
       this.toolbar.style.bottom = "0";
       this.toolbar.style.left = "0";
       this.toolbar.style.right = "0";
       this.toolbar.style.textAlign = "left";
       this.toolbar.style.fontSize = "60%";
       this.toolbar.style.color = "red";
       this.toolbar.borderWidth = 0;
       this.toolbar.className = "toolbar";
       this.toolbar.style.background = "rgb(240,240,240)";

       // would like to have help text left aligned
       // and page counter right aligned, floating
       // div's don't work, so instead use nested
       // absolutely positioned div's.

       var sp = this.create_element("span");
       sp.innerHTML = "&nbsp;&nbsp;*&nbsp;";
       this.toolbar.appendChild(sp);
       this.eos = sp;  // end of slide indicator

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       this.toolbar.appendChild(help);
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       this.toolbar.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:toggleTableOfContents()");
       contents.setAttribute("title", this.localize("table of contents".localize));
       contents.innerHTML = this.localize("contents?");
       this.toolbar.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       this.toolbar.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.innerHTML = copyright;
         span.style.color = "black";
         span.style.marginLeft = "0.5em";
         this.toolbar.appendChild(span);
       }

       counter = this.create_element("div")
       counter.style.position = "absolute";
       counter.style.width = "auto"; //"20%";
       counter.style.height = "1.2em";
       counter.style.top = "auto";
       counter.style.bottom = 0;
       counter.style.right = "0";
       counter.style.textAlign = "right";
       counter.style.color = "red";
       counter.style.background = "rgb(240,240,240)";

       counter.innerHTML = this.localize("slide") + " n/m";
       this.toolbar.appendChild(counter);
     }

     // ensure that click isn't passed through to the page
     this.toolbar.onclick =
         function (e) {
           if (!e)
             e = window.event;

           var target = e.target;

           if (!target && e.srcElement)
             target = e.srcElement;

           // work around Safari bug
           if (target && target.nodeType == 3)
             target = target.parentNode;

           w3c_slidy.stop_propagation(e);

           if (target && target.nodeName.toLowerCase() != "a")
             w3c_slidy.mouse_button_click(e);
         };

     this.slide_number_element = counter;
     this.set_eos_status(false);
     document.body.appendChild(this.toolbar);
  },

  // wysiwyg editors make it hard to use div elements
  // e.g. amaya loses the div when you copy and paste
  // this function wraps div elements around implicit
  // slides which start with an h1 element and continue
  // up to the next heading or div element
  wrap_implicit_slides: function () {
    var i, heading, node, next, div;
    var headings = document.getElementsByTagName("h1");

    if (!headings)
      return;

    for (i = 0; i < headings.length; ++i)
    {
      heading = headings[i];

      if (heading.parentNode != document.body)
        continue;

      node = heading.nextSibling;

      div = document.createElement("div");
      this.add_class(div, "slide");
      document.body.replaceChild(div, heading);
      div.appendChild(heading);

      while (node)
      {
        if (node.nodeType == 1) // an element
        {
           if (node.nodeName == "H1" || node.nodeName == "h1")
             break;

           if (node.nodeName == "DIV" || node.nodeName == "div")
           {
             if (this.has_class(node, "slide"))
               break;

             if (this.has_class(node, "handout"))
               break;
           }
        }

        next = node.nextSibling;
        node = document.body.removeChild(node);
        div.appendChild(node);
        node = next;
      } 
    }
  },

  attach_touch_handers: function(slides)
  {
    var i, slide;

    for (i = 0; i < slides.length; ++i)
    {
      slide = slides[i];
      this.add_listener(slide, "touchstart", this.touchstart);
      this.add_listener(slide, "touchmove", this.touchmove);
      this.add_listener(slide, "touchend", this.touchend);
    }
  },

// return new array of all slides
  collect_slides: function () {
    var slides = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "slide"))
      {
        // add slide to collection
        slides[slides.length] = div;

        // hide each slide as it is found
        this.add_class(div, "hidden");

        // add dummy <br/> at end for scrolling hack
        var node1 = document.createElement("br");
        div.appendChild(node1);
        var node2 = document.createElement("br");
        div.appendChild(node2);
      }
      else if (this.has_class(div, "background"))
      {  // work around for Firefox SVG reload bug
        // which otherwise replaces 1st SVG graphic with 2nd
        div.style.display = "block";
      }
    }

    this.slides = slides;
  },

  // return new array of all <div class="handout">
  collect_notes: function () {
    var notes = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "handout"))
      {
        // add note to collection
        notes[notes.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.notes = notes;
  },

  // return new array of all <div class="background">
  // including named backgrounds e.g. class="background titlepage"
  collect_backgrounds: function () {
    var backgrounds = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "background"))
      {
        // add background to collection
        backgrounds[backgrounds.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.backgrounds = backgrounds;
  },

  // set click handlers on all anchors
  patch_anchors: function () {
    var self = w3c_slidy;
    var handler = function (event) {
      // compare this.href with location.href
      // for link to another slide in this doc

      if (self.page_address(this.href) == self.page_address(location.href))
      {
        // yes, so find new slide number
        var newslidenum = self.find_slide_number(this.href);

        if (newslidenum != self.slide_number)
        {
          var slide = self.slides[self.slide_number];
          self.hide_slide(slide);
          self.slide_number = newslidenum;
          slide = self.slides[self.slide_number];
          self.show_slide(slide);
          self.set_location();
        }
      }
      else
        w3c_slidy.stop_propagation(event);

//      else if (this.target == null)
//        location.href = this.href;

      this.blur();
      self.disable_slide_click = true;
    };

    var anchors = document.body.getElementsByTagName("a");

    for (var i = 0; i < anchors.length; ++i)
    {
      if (window.addEventListener)
        anchors[i].addEventListener("click", handler, false);
      else
        anchors[i].attachEvent("onclick", handler);
    }
  },

  // ### CHECK ME ### see which functions are invoked via setTimeout
  // either directly or indirectly for use of w3c_slidy vs this
  show_slide_number: function () {
    var timer = w3c_slidy.get_timer();
    w3c_slidy.slide_number_element.innerHTML = timer + w3c_slidy.localize("slide") + " " +
           (w3c_slidy.slide_number + 1) + "/" + w3c_slidy.slides.length;
  },

  // every 200mS check if the location has been changed as a
  // result of the user activating the Back button/menu item
  // doesn't work for Opera < 9.5
  check_location: function () {
    var hash = location.hash;

    if (w3c_slidy.slide_number > 0 && (hash == "" || hash == "#"))
      w3c_slidy.goto_slide(0);
    else if (hash.length > 2 && hash != "#("+(w3c_slidy.slide_number+1)+")")
    {
      var num = parseInt(location.hash.substr(2));

      if (!isNaN(num))
        w3c_slidy.goto_slide(num-1);
    }

    if (w3c_slidy.time_left && w3c_slidy.slide_number > 0)
    {
      w3c_slidy.show_slide_number();

      if (w3c_slidy.time_left > 0)
        w3c_slidy.time_left -= 200;
    } 
  },

  get_timer: function () {
    var timer = "";
    if (w3c_slidy.time_left)
    {
      var mins, secs;
      secs = Math.floor(w3c_slidy.time_left/1000);
      mins = Math.floor(secs / 60);
      secs = secs % 60;
      timer = (mins ? mins+"m" : "") + secs + "s ";
    }

    return timer;
  },

  // this doesn't push location onto history stack for IE
  // for which a hidden iframe hack is needed: load page into
  // the iframe with script that set's parent's location.hash
  // but that won't work for standalone use unless we can
  // create the page dynamically via a javascript: URL
  // ### use history.pushState if available
  set_location: function () {
     var uri = w3c_slidy.page_address(location.href);
     var hash = "#(" + (w3c_slidy.slide_number+1) + ")";

     if (w3c_slidy.slide_number >= 0)
       uri = uri + hash;

     if (typeof(history.pushState) != "undefined" && location.protocol !== "file:")
     {
       document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
       history.pushState(0, document.title, hash);
       w3c_slidy.show_slide_number();
       w3c_slidy.notify_observers();
       return;
     }

     if (w3c_slidy.ie && (w3c_slidy.ie6 || w3c_slidy.ie7))
       w3c_slidy.push_hash(hash);

     if (uri != location.href) // && !khtml
        location.href = uri;

     if (this.khtml)
        hash = "(" + (w3c_slidy.slide_number+1) + ")";

     if (!this.ie && location.hash != hash && location.hash != "")
       location.hash = hash;

     document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
     w3c_slidy.show_slide_number();
     w3c_slidy.notify_observers();
  },

  notify_observers: function ()
  {
    var slide = this.slides[this.slide_number];

    for (var i = 0; i < this.observers.length; ++i)
      this.observers[i](this.slide_number+1, this.find_heading(slide).innerText, location.href);
  },

  add_observer: function (observer)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
        return;
    }

    this.observers.push(observer);
  },

  remove_observer: function (o)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
      {
        this.observers.splice(i,1);
        break;
      }
    }
  },

  page_address: function (uri) {
    var i = uri.indexOf("#");

    if (i < 0)
      i = uri.indexOf("%23");

    // check if anchor is entire page

    if (i < 0)
      return uri;  // yes

    return uri.substr(0, i);
  },

  // only used for IE6 and IE7
  on_frame_loaded: function (hash) {
    location.hash = hash;
    var uri = w3c_slidy.page_address(location.href);
    location.href = uri + hash;
  },

  // history hack with thanks to Bertrand Le Roy
  push_hash: function (hash) {
    if (hash == "") hash = "#(1)";
      window.location.hash = hash;

    var doc = document.getElementById("historyFrame").contentWindow.document;
    doc.open("javascript:'<html></html>'");
    doc.write("<html><head><script type=\"text/javascript\">window.parent.w3c_slidy.on_frame_loaded('"+
      (hash) + "');</script></head><body>hello mum</body></html>");
      doc.close();
  },

  // find current slide based upon location
  // first find target anchor and then look
  // for associated div element enclosing it
  // finally map that to slide number
  find_slide_number: function (uri) {
    // first get anchor from page location

    var i = uri.indexOf("#");

    // check if anchor is entire page
    if (i < 0)
      return 0;  // yes

    var anchor = unescape(uri.substr(i+1));

    // now use anchor as XML ID to find target
    var target = document.getElementById(anchor);

    if (!target)
    {
      // does anchor look like "(2)" for slide 2 ??
      // where first slide is (1)
      var re = /\((\d)+\)/;

      if (anchor.match(re))
      {
        var num = parseInt(anchor.substring(1, anchor.length-1));

        if (num > this.slides.length)
          num = 1;

        if (--num < 0)
          num = 0;

        return num;
      }

      // accept [2] for backwards compatibility
      re = /\[(\d)+\]/;

      if (anchor.match(re))
      {
         var num = parseInt(anchor.substring(1, anchor.length-1));

         if (num > this.slides.length)
            num = 1;

         if (--num < 0)
            num = 0;

         return num;
      }

      // oh dear unknown anchor
      return 0;
    }

    // search for enclosing slide

    while (true)
    {
      // browser coerces html elements to uppercase!
      if (target.nodeName.toLowerCase() == "div" &&
            this.has_class(target, "slide"))
      {
        // found the slide element
        break;
      }

      // otherwise try parent element if any

      target = target.parentNode;

      if (!target)
      {
        return 0;   // no luck!
      }
    };

    for (i = 0; i < slides.length; ++i)
    {
      if (slides[i] == target)
        return i;  // success
    }

    // oh dear still no luck
    return 0;
  },

  previous_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide;

      if ((incremental || w3c_slidy.slide_number == 0) && w3c_slidy.last_shown != null)
      {
        w3c_slidy.last_shown = w3c_slidy.hide_previous_item(w3c_slidy.last_shown);
        w3c_slidy.set_eos_status(false);
      }
      else if (w3c_slidy.slide_number > 0)
      {
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);

        w3c_slidy.slide_number = w3c_slidy.slide_number - 1;
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.set_visibility_all_incremental("visible");
        w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
        w3c_slidy.set_eos_status(true);
        w3c_slidy.show_slide(slide);
      }

      w3c_slidy.set_location();

      if (!w3c_slidy.ns_pos)
        w3c_slidy.refresh_toolbar(200);
    }
  },

  next_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide, last = w3c_slidy.last_shown;

      if (incremental || w3c_slidy.slide_number == w3c_slidy.slides.length - 1)
         w3c_slidy.last_shown = w3c_slidy.reveal_next_item(w3c_slidy.last_shown);

      if ((!incremental || w3c_slidy.last_shown == null) &&
             w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = w3c_slidy.slide_number + 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
      }
      else if (!w3c_slidy.last_shown)
      {
         if (last && incremental)
           w3c_slidy.last_shown = last;
      }

      w3c_slidy.set_location();

      w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));

      if (!w3c_slidy.ns_pos)
         w3c_slidy.refresh_toolbar(200);
     }
  },

  // to first slide with nothing revealed
  // i.e. state at start of presentation
  first_slide: function () {
     if (!w3c_slidy.view_all)
     {
       var slide;

       if (w3c_slidy.slide_number != 0)
       {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = 0;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
       }

       w3c_slidy.set_eos_status(
         !w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
       w3c_slidy.set_location();
     }
  },

  // goto last slide with everything revealed
  // i.e. state at end of presentation
  last_slide: function () {
    if (!w3c_slidy.view_all)
    {
      var slide;

      w3c_slidy.last_shown = null; //revealNextItem(lastShown);

      if (w3c_slidy.last_shown == null &&
          w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.slide_number = w3c_slidy.slides.length - 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);

         w3c_slidy.show_slide(slide);
      }
      else
      {
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
      }

      w3c_slidy.set_eos_status(true);
      w3c_slidy.set_location();
    }
  },


  // ### check this and consider add/remove class
  set_eos_status: function (state) {
    if (this.eos)
      this.eos.style.color = (state ? "rgb(240,240,240)" : "red");
  },

  // first slide is 0
  goto_slide: function (num) {
    //alert("going to slide " + (num+1));
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.slide_number = num;
    slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.last_shown = null;
    w3c_slidy.set_visibility_all_incremental("hidden");
    w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
    document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
    w3c_slidy.show_slide(slide);
    w3c_slidy.show_slide_number();
  },


  show_slide: function (slide) {
    this.sync_background(slide);
    this.remove_class(slide, "hidden");

    // work around IE9 object rendering bug
    setTimeout("window.scrollTo(0,0);", 1);
  },

  hide_slide: function (slide) {
    this.add_class(slide, "hidden");
  },

  set_focus: function (element)
  {
    if (element)
      element.focus();
    else
    {
      w3c_slidy.help_anchor.focus();

      setTimeout(function() {
        w3c_slidy.help_anchor.blur();
      }, 1);
    }
  },

  // show just the backgrounds pertinent to this slide
  // when slide background-color is transparent
  // this should now work with rgba color values
  sync_background: function (slide) {
    var background;
    var bgColor;

    if (slide.currentStyle)
      bgColor = slide.currentStyle["backgroundColor"];
    else if (document.defaultView)
    {
      var styles = document.defaultView.getComputedStyle(slide,null);

      if (styles)
        bgColor = styles.getPropertyValue("background-color");
      else // broken implementation probably due Safari or Konqueror
      {
        //alert("defective implementation of getComputedStyle()");
        bgColor = "transparent";
      }
    }
    else
      bgColor == "transparent";

    if (bgColor == "transparent" ||
        bgColor.indexOf("rgba") >= 0 ||
        bgColor.indexOf("opacity") >= 0)
    {
      var slideClass = this.get_class_list(slide);

      for (var i = 0; i < this.backgrounds.length; i++)
      {
        background = this.backgrounds[i];

        var bgClass = this.get_class_list(background);

        if (this.matching_background(slideClass, bgClass))
          this.remove_class(background, "hidden");
        else
          this.add_class(background, "hidden");
      }
    }
    else // forcibly hide all backgrounds
      this.hide_backgrounds();
  },

  hide_backgrounds: function () {
    for (var i = 0; i < this.backgrounds.length; i++)
    {
      background = this.backgrounds[i];
      this.add_class(background, "hidden");
    }
  },

  // compare classes for slide and background
  matching_background: function (slideClass, bgClass) {
    var i, count, pattern, result;

    // define pattern as regular expression
    pattern = /\w+/g;

    // check background class names
    result = bgClass.match(pattern);

    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (result[i] == "background")
	continue;

      ++count;
    }

    if (count == 0)  // default match
      return true;

    // check for matches and place result in array
    result = slideClass.match(pattern);

    // now check if desired name is present for background
    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (this.has_token(bgClass, result[i]))
        return true;
    }

    return false;
  },

  resized: function () {
     var width = 0;

     if ( typeof( window.innerWidth ) == 'number' )
       width = window.innerWidth;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientWidth)
       width = document.documentElement.clientWidth;  // IE6
     else if (document.body && document.body.clientWidth)
       width = document.body.clientWidth; // IE4

     var height = 0;

     if ( typeof( window.innerHeight ) == 'number' )
       height = window.innerHeight;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientHeight)
       height = document.documentElement.clientHeight;  // IE6
     else if (document.body && document.body.clientHeight)
       height = document.body.clientHeight; // IE4

     if (height && (width/height > 1.05*1024/768))
     {
       width = height * 1024.0/768;
     }

     // IE fires onresize even when only font size is changed!
     // so we do a check to avoid blocking < and > actions
     if (width != w3c_slidy.last_width || height != w3c_slidy.last_height)
     {
       if (width >= 1100)
         w3c_slidy.size_index = 5;    // 4
       else if (width >= 1000)
         w3c_slidy.size_index = 4;    // 3
       else if (width >= 800)
         w3c_slidy.size_index = 3;    // 2
       else if (width >= 600)
         w3c_slidy.size_index = 2;    // 1
       else if (width)
         w3c_slidy.size_index = 0;

       // add in font size adjustment from meta element e.g.
       // <meta name="font-size-adjustment" content="-2" />
       // useful when slides have too much content ;-)

       if (0 <= w3c_slidy.size_index + w3c_slidy.size_adjustment &&
             w3c_slidy.size_index + w3c_slidy.size_adjustment < w3c_slidy.sizes.length)
         w3c_slidy.size_index = w3c_slidy.size_index + w3c_slidy.size_adjustment;

       // enables cross browser use of relative width/height
       // on object elements for use with SVG and Flash media
       w3c_slidy.adjust_object_dimensions(width, height);

       if (document.body.style.fontSize != w3c_slidy.sizes[w3c_slidy.size_index])
       {
         document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
       }

       w3c_slidy.last_width = width;
       w3c_slidy.last_height = height;

       // force reflow to work around Mozilla bug
       if (w3c_slidy.ns_pos)
       {
         var slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.show_slide(slide);
       }

       // force correct positioning of toolbar
       w3c_slidy.refresh_toolbar(200);
     }
  },

  scrolled: function () {
    if (w3c_slidy.toolbar && !w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hack_offset = w3c_slidy.scroll_x_offset();
      // hide toolbar
      w3c_slidy.toolbar.style.display = "none";

      // make it reappear later
      if (w3c_slidy.scrollhack == 0 && !w3c_slidy.view_all)
      {
        setTimeout(function () {w3c_slidy.show_toolbar(); }, 1000);
        w3c_slidy.scrollhack = 1;
      }
    }
  },

  hide_toolbar: function () {
    w3c_slidy.add_class(w3c_slidy.toolbar, "hidden");
    window.focus();
  },

  // used to ensure IE refreshes toolbar in correct position
  refresh_toolbar: function (interval) {
    if (!w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hide_toolbar();
      setTimeout(function () {w3c_slidy.show_toolbar();}, interval);
    }
  },

  // restores toolbar after short delay
  show_toolbar: function () {
    if (w3c_slidy.want_toolbar)
    {
      w3c_slidy.toolbar.style.display = "block";

      if (!w3c_slidy.ns_pos)
      {
        // adjust position to allow for scrolling
        var xoffset = w3c_slidy.scroll_x_offset();
        w3c_slidy.toolbar.style.left = xoffset;
        w3c_slidy.toolbar.style.right = xoffset;

        // determine vertical scroll offset
        //var yoffset = scrollYOffset();

        // bottom is doc height - window height - scroll offset
        //var bottom = documentHeight() - lastHeight - yoffset

        //if (yoffset > 0 || documentHeight() > lastHeight)
        //   bottom += 16;  // allow for height of scrollbar

        w3c_slidy.toolbar.style.bottom = 0; //bottom;
      }

      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden");
    }

    w3c_slidy.scrollhack = 0;


    // set the keyboard focus to the help link on the
    // toolbar to ensure that document has the focus
    // IE doesn't always work with window.focus()
    // and this hack has benefit of Enter for help

    try
    {
      if (!w3c_slidy.opera)
        w3c_slidy.set_focus();
    }
    catch (e)
    {
    }
  },

// invoked via F key
  toggle_toolbar: function () {
    if (!w3c_slidy.view_all)
    {
      if (w3c_slidy.has_class(w3c_slidy.toolbar, "hidden"))
      {
        w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 1;
      }
      else
      {
        w3c_slidy.add_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 0;
      }
    }
  },

  scroll_x_offset: function () {
    if (window.pageXOffset)
      return self.pageXOffset;

    if (document.documentElement && 
             document.documentElement.scrollLeft)
      return document.documentElement.scrollLeft;

    if (document.body)
      return document.body.scrollLeft;

    return 0;
  },

  scroll_y_offset: function () {
    if (window.pageYOffset)
      return self.pageYOffset;

    if (document.documentElement && 
             document.documentElement.scrollTop)
      return document.documentElement.scrollTop;

    if (document.body)
      return document.body.scrollTop;

    return 0;
  },

  // looking for a way to determine height of slide content
  // the slide itself is set to the height of the window
  optimize_font_size: function () {
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    //var dh = documentHeight(); //getDocHeight(document);
    var dh = slide.scrollHeight;
    var wh = getWindowHeight();
    var u = 100 * dh / wh;

    alert("window utilization = " + u + "% (doc "
      + dh + " win " + wh + ")");
  },

  // from document object
  get_doc_height: function (doc) {
    if (!doc)
      doc = document;

    if (doc && doc.body && doc.body.offsetHeight)
      return doc.body.offsetHeight;  // ns/gecko syntax

    if (doc && doc.body && doc.body.scrollHeight)
      return doc.body.scrollHeight;

    alert("couldn't determine document height");
  },

  get_window_height: function () {
    if ( typeof( window.innerHeight ) == 'number' )
      return window.innerHeight;  // Non IE browser

    if (document.documentElement && document.documentElement.clientHeight)
      return document.documentElement.clientHeight;  // IE6

    if (document.body && document.body.clientHeight)
      return document.body.clientHeight; // IE4
  },

  document_height: function () {
    var sh, oh;

    sh = document.body.scrollHeight;
    oh = document.body.offsetHeight;

    if (sh && oh)
    {
      return (sh > oh ? sh : oh);
    }

    // no idea!
    return 0;
  },

  smaller: function () {
    if (w3c_slidy.size_index > 0)
    {
      --w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  bigger: function () {
    if (w3c_slidy.size_index < w3c_slidy.sizes.length - 1)
    {
      ++w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  // enables cross browser use of relative width/height
  // on object elements for use with SVG and Flash media
  // with thanks to Ivan Herman for the suggestion
  adjust_object_dimensions: function (width, height) {
    for( var i = 0; i < w3c_slidy.objects.length; i++ )
    {
      var obj = this.objects[i];
      var mimeType = obj.getAttribute("type");

      if (mimeType == "image/svg+xml" || mimeType == "application/x-shockwave-flash")
      {
        if ( !obj.initialWidth ) 
          obj.initialWidth = obj.getAttribute("width");

        if ( !obj.initialHeight ) 
          obj.initialHeight = obj.getAttribute("height");

        if ( obj.initialWidth && obj.initialWidth.charAt(obj.initialWidth.length-1) == "%" )
        {
          var w = parseInt(obj.initialWidth.slice(0, obj.initialWidth.length-1));
          var newW = width * (w/100.0);
          obj.setAttribute("width",newW);
        }

        if ( obj.initialHeight &&
             obj.initialHeight.charAt(obj.initialHeight.length-1) == "%" )
        {
          var h = parseInt(obj.initialHeight.slice(0, obj.initialHeight.length-1));
          var newH = height * (h/100.0);
          obj.setAttribute("height", newH);
        }
      }
    }
  },

  // needed for Opera to inhibit default behavior
  // since Opera delivers keyPress even if keyDown
  // was cancelled
  key_press: function (event) {
    if (!event)
      event = window.event;

    if (!w3c_slidy.key_wanted)
      return w3c_slidy.cancel(event);

    return true;
  },

  //  See e.g. http://www.quirksmode.org/js/events/keys.html for keycodes
  key_down: function (event) {
    var key, target, tag;

    w3c_slidy.key_wanted = true;

    if (!event)
      event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
    {
      key = window.event.keyCode;
      target = window.event.srcElement;
    }
    else if (event.which)
    {
      key = event.which;
      target = event.target;
    }
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
       return true;

    // avoid interfering with keystroke
    // behavior for non-slidy chrome elements
    if (!w3c_slidy.slidy_chrome(target) &&
        w3c_slidy.special_element(target))
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey || event.metaKey)
       return true;

    // dismiss table of contents if visible
    if (w3c_slidy.is_shown_toc() && key != 9 && key != 16 && key != 38 && key != 40)
    {
      w3c_slidy.hide_table_of_contents(true);

      if (key == 27 || key == 84 || key == 67)
        return w3c_slidy.cancel(event);
    }

    if (key == 34) // Page Down
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.next_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 33) // Page Up
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.previous_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 32) // space bar
    {
      w3c_slidy.next_slide(true);
      return w3c_slidy.cancel(event);
    }
    else if (key == 37) // Left arrow
    {
      w3c_slidy.previous_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 36) // Home
    {
      w3c_slidy.first_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 35) // End
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 39) // Right arrow
    {
      w3c_slidy.next_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 13) // Enter
    {
      if (w3c_slidy.outline)
      {
        if (w3c_slidy.outline.visible)
          w3c_slidy.fold(w3c_slidy.outline);
        else
          w3c_slidy.unfold(w3c_slidy.outline);
          
       return w3c_slidy.cancel(event);
      }
    }
    else if (key == 188)  // < for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 190)  // > for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 189 || key == 109)  // - for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 187 || key == 191 || key == 107)  // = +  for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 83)  // S for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 66)  // B for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 90)  // Z for last slide
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 70)  // F for toggle toolbar
    {
      w3c_slidy.toggle_toolbar();
      return w3c_slidy.cancel(event);
    }
    else if (key == 65)  // A for toggle view single/all slides
    {
      w3c_slidy.toggle_view();
      return w3c_slidy.cancel(event);
    }
    else if (key == 75)  // toggle action of left click for next page
    {
      w3c_slidy.mouse_click_enabled = !w3c_slidy.mouse_click_enabled;
      var alert_msg = (w3c_slidy.mouse_click_enabled ?
                "enabled" : "disabled") +  " mouse click advance";

      alert(w3c_slidy.localize(alert_msg));
      return w3c_slidy.cancel(event);
    }
    else if (key == 84 || key == 67)  // T or C for table of contents
    {
      if (w3c_slidy.toc)
        w3c_slidy.toggle_table_of_contents();

      return w3c_slidy.cancel(event);
    }
    else if (key == 72) // H for help
    {
      window.location = w3c_slidy.help_page;
      return w3c_slidy.cancel(event);
    }
    //else alert("key code is "+ key);

    return true;
  },

  // safe for both text/html and application/xhtml+xml
  create_element: function (name) {
    if (this.xhtml && (typeof document.createElementNS != 'undefined'))
      return document.createElementNS("http://www.w3.org/1999/xhtml", name)

    return document.createElement(name);
  },

  get_element_style: function (elem, IEStyleProp, CSSStyleProp) {
    if (elem.currentStyle)
    {
      return elem.currentStyle[IEStyleProp];
    }
    else if (window.getComputedStyle)
    {
      var compStyle = window.getComputedStyle(elem, "");
      return compStyle.getPropertyValue(CSSStyleProp);
    }
    return "";
  },

  // the string str is a whitespace separated list of tokens
  // test if str contains a particular token, e.g. "slide"
  has_token: function (str, token) {
    if (str)
    {
      // define pattern as regular expression
      var pattern = /\w+/g;

      // check for matches
      // place result in array
      var result = str.match(pattern);

      // now check if desired token is present
      for (var i = 0; i < result.length; i++)
      {
        if (result[i] == token)
          return true;
      }
    }

    return false;
  },

  get_class_list: function (element) {
    if (typeof element.className != 'undefined')
      return element.className;

    return element.getAttribute("class");
  },

  has_class: function (element, name) {
    if (element.nodeType != 1)
      return false;

    var regexp = new RegExp("(^| )" + name + "\W*");

    if (typeof element.className != 'undefined')
      return regexp.test(element.className);

    return regexp.test(element.getAttribute("class"));
  },

  remove_class: function (element, name) {
    var regexp = new RegExp("(^| )" + name + "\W*");
    var clsval = "";

    if (typeof element.className != 'undefined')
    {
      clsval = element.className;

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.className = clsval;
      }
    }
    else
    {
      clsval = element.getAttribute("class");

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.setAttribute("class", clsval);
      }
    }
  },

  add_class: function (element, name) {
    if (!this.has_class(element, name))
    {
      if (typeof element.className != 'undefined')
        element.className += " " + name;
      else
      {
        var clsval = element.getAttribute("class");
        clsval = clsval ? clsval + " " + name : name;
        element.setAttribute("class", clsval);
      }
    }
  },

  // HTML elements that can be used with class="incremental"
  // note that you can also put the class on containers like
  // up, ol, dl, and div to make their contents appear
  // incrementally. Upper case is used since this is what
  // browsers report for HTML node names (text/html).
  incremental_elements: null,
  okay_for_incremental: function (name) {
    if (!this.incremental_elements)
    {
      var inclist = new Array();
      inclist["p"] = true;
      inclist["pre"] = true;
      inclist["li"] = true;
      inclist["blockquote"] = true;
      inclist["dt"] = true;
      inclist["dd"] = true;
      inclist["h2"] = true;
      inclist["h3"] = true;
      inclist["h4"] = true;
      inclist["h5"] = true;
      inclist["h6"] = true;
      inclist["span"] = true;
      inclist["address"] = true;
      inclist["table"] = true;
      inclist["tr"] = true;
      inclist["th"] = true;
      inclist["td"] = true;
      inclist["img"] = true;
      inclist["object"] = true;
      this.incremental_elements = inclist;
    }
    return this.incremental_elements[name.toLowerCase()];
  },

  next_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.next_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)  // ELEMENT
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  previous_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.previous_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  // set visibility for all elements on current slide with
  // a parent element with attribute class="incremental"
  set_visibility_all_incremental: function (value) {
    var node = this.next_incremental_item(null);

    if (value == "hidden")
    {
      while (node)
      {
        w3c_slidy.add_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
    else // value == "visible"
    {
      while (node)
      {
        w3c_slidy.remove_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
  },

  // reveal the next hidden item on the slide
  // node is null or the node that was last revealed
  reveal_next_item: function (node) {
    node = w3c_slidy.next_incremental_item(node);

    if (node && node.nodeType == 1)  // an element
      w3c_slidy.remove_class(node, "invisible");

    return node;
  },

  // exact inverse of revealNextItem(node)
  hide_previous_item: function (node) {
    if (node && node.nodeType == 1)  // an element
      w3c_slidy.add_class(node, "invisible");

    return this.previous_incremental_item(node);
  },

  // left to right traversal of root's content
  next_node: function (root, node) {
    if (node == null)
      return root.firstChild;

    if (node.firstChild)
      return node.firstChild;

    if (node.nextSibling)
      return node.nextSibling;

    for (;;)
    {
      node = node.parentNode;

      if (!node || node == root)
        break;

      if (node && node.nextSibling)
        return node.nextSibling;
    }

    return null;
  },

  // right to left traversal of root's content
  previous_node: function (root, node) {
    if (node == null)
    {
      node = root.lastChild;

      if (node)
      {
        while (node.lastChild)
          node = node.lastChild;
      }

      return node;
    }

    if (node.previousSibling)
    {
      node = node.previousSibling;

      while (node.lastChild)
        node = node.lastChild;

      return node;
    }

    if (node.parentNode != root)
      return node.parentNode;

    return null;
  },

  previous_sibling_element: function (el) {
    el = el.previousSibling;

    while (el && el.nodeType != 1)
      el = el.previousSibling;

    return el;
  },

  next_sibling_element: function (el) {
    el = el.nextSibling;

    while (el && el.nodeType != 1)
      el = el.nextSibling;

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</head>
<body>
<div class="slide titlepage">
<h1 class="title">Lecture 5</h1>
<p class="author">
DJM
</p>
<p class="date">23 October 2018</p>
</div>
<div class="slide section level2">
</div>
<div id="model-selection-and-tuning-parameters" class="slide section level2">
<h1>Model selection and tuning parameters</h1>
<ul>
<li>Often “model selection” means “choosing a set of predictors”
<ul>
<li>E.g. Lasso performs model selection by setting many <span class="math inline">\(\widehat\beta=0\)</span></li>
</ul></li>
<li>I define “model selection” more broadly</li>
<li>I mean “making any necessary decisions to arrive at a final model”</li>
<li>Sometimes this means “choosing predictors”</li>
<li>It could also mean “selecting a tuning parameter”</li>
<li>Or “deciding whether to use LASSO or Ridge” (and picking tuning parameters)</li>
<li>Recall Lecture 2: “A statistical model <span class="math inline">\(\mathcal{P}\)</span> is a collection of probability distributions”</li>
<li>Model selection means “choose <span class="math inline">\(\mathcal{P}\)</span>”</li>
</ul>
</div>
<div id="my-pet-peeve" class="slide section level2">
<h1>My pet peeve</h1>
<ul>
<li>Often people talk about “using LASSO” or “using an SVM”</li>
<li>This isn’t quite right.</li>
<li>LASSO is a regularized procedure that depends on <span class="math inline">\(\lambda\)</span></li>
<li>To “use LASSO”, you must pick a particular <span class="math inline">\(\lambda\)</span></li>
<li>Different ways to pick <span class="math inline">\(\lambda\)</span> (today’s topic) produce different final estimators</li>
<li>Thus we should say “I used LASSO+CV” or “I used Ridge+GCV”</li>
<li>Probably also indicate “how” (I used the CV minimum.)</li>
</ul>
</div>
<div id="bias-and-variance" class="slide section level2">
<h1>Bias and variance</h1>
<p>Recall that <span class="math inline">\(\mathcal{D}\)</span> is the training data.</p>
<p><span class="math display">\[
R_n(f) := \mathbb{E}\left[ L(Y,f(X)) \right] = \mathbb{E}\left[ \mathbb{E}\left[ L(Y,f(X)) \ \vert\ \mathcal{D} \right] \right]
\]</span></p>
<ul>
<li>The book calls <span class="math inline">\(R_n(f) = \textrm{Err}\)</span> and <span class="math inline">\(\mathbb{E}\left[ L(Y,f(X)) \ \vert\ \mathcal{D} \right] = \textrm{Err}_\mathcal{D}\)</span></li>
<li>If you use <span class="math inline">\(\mathcal{D}\)</span> to choose <span class="math inline">\(f\)</span>, then these are different.</li>
<li>If you use <span class="math inline">\(\mathcal{D}\)</span> to choose <span class="math inline">\(f\)</span>, then both depend on how much data you have seen.</li>
</ul>
</div>
<div id="risk-estimates" class="slide section level2">
<h1>Risk estimates</h1>
<p><img 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/></p>
<ul>
<li>We can use risk estimates for 2 different goals</li>
</ul>
<ol style="list-style-type: decimal">
<li>Choosing between different potential models.</li>
<li>Characterizing the out-of-sample performance of the chosen model.</li>
</ol>
<ul>
<li>I am not generally aware of other methods of accomplishing (1).</li>
<li>You could avoid making a choice (Chapter 8), or you could use a procedure that makes the choice “automagically”</li>
<li>The method you choose to estimate risk will have large implications for both 1 and 2.</li>
</ul>
</div>
<div id="a-model-selection-picture" class="slide section level2">
<h1>A model selection picture</h1>
<p><img 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/></p>
</div>
<div id="why" class="slide section level2">
<h1>Why?</h1>
<p>We want to do model selection for at least three reasons:</p>
<ul>
<li><p><strong>Prediction accuracy:</strong> Can essentially <em>always</em> be improved by introducing some bias</p></li>
<li><p><strong>Interpretation:</strong> A large number of features can sometimes be distilled into a smaller number that comprise the “big (little?) picture”</p></li>
<li><p><strong>Computation:</strong> A large <span class="math inline">\(p\)</span> can create a huge computational bottleneck.</p></li>
</ul>
</div>
<div id="things-you-shouldnt-do" class="slide section level2">
<h1>Things you shouldn’t do</h1>
<ul>
<li>Estimate <span class="math inline">\(R_n\)</span> with <span class="math inline">\(\widehat{R}_n(f) = \sum_{i=1}^n L(Y_i,\widehat{f}(X_i))\)</span>.</li>
<li>Throw away variables with small <span class="math inline">\(p\)</span>-values.</li>
<li>Use <span class="math inline">\(F\)</span>-tests</li>
<li>Compare the log-likelihood between different models</li>
</ul>
<p>(These last two can occasionally be ok, but aren’t in general. You should investigate the assumptions that are implicit in them.)</p>
</div>
<div id="risk-estimators" class="title-slide slide section level1"><h1>Risk estimators</h1></div><div id="unbiased-risk-estimation" class="slide section level2">
<h1>Unbiased risk estimation</h1>
<ul>
<li>It is very hard (impossible?) to estimate <span class="math inline">\(R_n\)</span>.</li>
<li>Instead we focus on <span class="math display">\[
\overline{R}_n(f) = \mathbb{E}_{Y_1,\ldots,Y_n}\left[\mathbb{E}_{Y^0}\left[\frac{1}{n}\sum_{i=1}^n L(Y^0_i,\widehat{f}(x_i))\ \vert\ \mathcal{D}\right]\right].
\]</span></li>
<li>The difference is that <span class="math inline">\(\overline{R}_n(f)\)</span> averages over the observed <span class="math inline">\(x_i\)</span> rather than taking the expected value over the distribution of <span class="math inline">\(X\)</span>.</li>
<li>In the “fixed design” setting, these are equal.</li>
</ul>
<p>For many <span class="math inline">\(L\)</span> and some predictor <span class="math inline">\(\widehat{f}\)</span>, one can show <span class="math display">\[
\overline{R}_n(\widehat{f}) = \mathbb{E}\left[ \widehat{R}_n(\widehat{f}) \right] + \frac{2}{n} \sum_{i=1}^n \mathrm{Cov}\left[Y_i,\ \widehat{f}(x_i)\right].
\]</span></p>
<p>This suggests estimating <span class="math inline">\(\overline{R}_n(\widehat{f})\)</span> with <span class="math display">\[
\widehat{R}_{gic} := \widehat{R}_n(\widehat{f}) + \textrm{pen}.
\]</span></p>
<p>If <span class="math inline">\(\mathbb{E}\left[ \textrm{pen} \right] = \frac{2}{n}\sum_{i=1}^n \mathrm{Cov}\left[Y_i,\ \widehat{f}(x_i)\right]\)</span>, we have an unbiased estimator of <span class="math inline">\(\overline{R}_n(\widehat{f})\)</span>.</p>
</div>
<div id="example-normal-means" class="title-slide slide section level1"><h1>Example: Normal means</h1></div><div id="normal-means-model" class="slide section level2">
<h1>Normal means model</h1>
<p>Suppose we observe the following data: <span class="math display">\[
Y_i = \beta_i + \epsilon_i, \quad\quad i=1,\ldots,n
\]</span> where <span class="math inline">\(\epsilon_i\overset{iid}{\sim} \mbox{N}(0,1)\)</span>.</p>
<p>We want to estimate <span class="math display">\[\boldsymbol{\beta} = (\beta_1,\ldots,\beta_n).\]</span></p>
<p>The usual estimator (MLE) is <span class="math display">\[\widehat{\boldsymbol{\beta}}^{MLE} = (Y_1,\ldots,Y_n).\]</span></p>
<p>This estimator has lots of nice properties: <strong>consistent, unbiased, UMVUE, (asymptotic) normality…</strong></p>
</div><div id="mles-are-bad" class="slide section level2">
<h1>MLEs are bad</h1>
<p>But, the standard estimator <strong>STINKS!</strong> It’s a bad estimator.</p>
<p>It has no bias, but big variance.</p>
<p><span class="math display">\[
R_n(\widehat{\boldsymbol{\beta}}^{MLE}) = \mbox{bias}^2 + \mbox{var} = 0
+ n\cdot 1= n
\]</span></p>
<p>What if we use a biased estimator?</p>
<p>Consider the following estimator instead: <span class="math display">\[
\widehat{\beta}_i^S = \begin{cases} Y_i & i \in S\\ 0 & \mbox{else}. \end{cases}
\]</span></p>
<p>Here <span class="math inline">\(S \subseteq \{1,\ldots,n\}\)</span>.</p>
</div><div id="biased-normal-means" class="slide section level2">
<h1>Biased normal means</h1>
<p>What is the risk of this estimator?</p>
<p><span class="math display">\[
R_n(\widehat{\boldsymbol{\beta}}^S) = \sum_{i\not\in S} \beta_i^2 + |S|.
\]</span></p>
<p>In other words, if some <span class="math inline">\(|\beta_i| < 1\)</span>, then don’t bother estimating them!</p>
<p>In general, introduced parameters like <span class="math inline">\(S\)</span> will be called <strong>tuning parameters</strong>.</p>
<p>Of course we don’t know which <span class="math inline">\(|\beta_i| < 1\)</span>.</p>
<p>But we could try to estimate <span class="math inline">\(R_n(\widehat{\boldsymbol{\beta}}^S)\)</span>, and choose <span class="math inline">\(S\)</span> to minimize our estimate.</p>
</div><div id="estimating-the-risk" class="slide section level2">
<h1>Estimating the risk</h1>
<p>By definition, for any estimator <span class="math inline">\(\widehat{\boldsymbol{\beta}}\)</span>,</p>
<p><span class="math display">\[
R_n(\widehat{\boldsymbol{\beta}}) =
\mathbb{E}\left[ \sum_{i=1}^n
(\widehat{\beta_i}-\beta_i)^2\right]
\]</span></p>
<p>An intuitive estimator of <span class="math inline">\(R_n\)</span> is</p>
<p><span class="math display">\[
\widehat{R}_n(\widehat{\boldsymbol{\beta}}) = \sum_{i=1}^n (\widehat{\beta_i}- Y_i)^2.
\]</span></p>
<p>This is known as the <strong>training error</strong> and it can be shown that <span class="math display">\[
\widehat{R}_n(\widehat{\boldsymbol{\beta}}) \approx R_n(\widehat{\boldsymbol{\beta}}).
\]</span></p>
<p>Also, <span class="math display">\[
\widehat{\boldsymbol{\beta}}^{MLE} = \arg\min_{\beta} \widehat{R}_n(\widehat{\boldsymbol{\beta}}^{MLE}).
\]</span></p>
<p>What could possibly go wrong?</p>
</div><div id="dangers-of-using-the-training-error" class="slide section level2">
<h1>Dangers of using the training error</h1>
<p>Although <span class="math display">\[
\widehat{R}_n(\widehat{\boldsymbol{\beta}}) \approx R_n(\widehat{\boldsymbol{\beta}}),
\]</span> this approximation can be very bad. In fact:</p>
<p><strong>Training Error:</strong> <span class="math inline">\(\widehat{R}_n(\widehat{\boldsymbol{\beta}}^{MLE}) = 0\)</span></p>
<p><strong>Risk:</strong> <span class="math inline">\(R_n(\widehat{\boldsymbol{\beta}}^{MLE}) = n\)</span></p>
<p>In this case, the <strong>optimism</strong> of the training error is <span class="math inline">\(n\)</span>.</p>
</div><div id="normal-means" class="slide section level2">
<h1>Normal means</h1>
<p>What about <span class="math inline">\(\widehat{\boldsymbol{\beta}}^S\)</span>?</p>
<p><span class="math display">\[
\widehat{R}_n(\widehat{\boldsymbol{\beta}}^S) = \sum_{i=1}^n (\widehat{\beta_i}-
Y_i)^2 = \sum_{i \notin S} Y_i^2 %+ |S|\sigma^2
\]</span></p>
<p>Well <span class="math display">\[
\mathbb{E}\left[\widehat{R}_n(\widehat{\boldsymbol{\beta}}^S)\right] =
R_n(\widehat{\boldsymbol{\beta}}^S) - 2|S| +n.
\]</span></p>
<p>So I can choose <span class="math inline">\(S\)</span> by minimizing <span class="math inline">\(\widehat{R}_n(\widehat{\boldsymbol{\beta}}^S) + 2|S|\)</span>.</p>
<p><span class="math display">\[
\mbox{Estimate of Risk} = \mbox{training error} + \mbox{penalty}.
\]</span></p>
<p>The penalty term corrects for the optimism.</p>
</div><div id="pen-in-the-nice-cases" class="slide section level2">
<h1>pen in the nice cases</h1>
<p><strong>Result:</strong><br />
Suppose <span class="math inline">\(\widehat{f}(x_i) = HY\)</span> for some matrix <span class="math inline">\(H\)</span>, and <span class="math inline">\(Y_i\)</span>’s are IID. Then <span class="math display">\[
\frac{2}{n} \sum_{i=1}^n \mathrm{Cov}\left[Y_i,\ \widehat{f}(x_i)\right] = \frac{2}{n} \sum_{i=1}^n H_{ii} \mathrm{Cov}\left[Y_i,\ Y_i\right] = \frac{2\mathbb{V}\left[ Y \right]}{n} \mbox{tr}(H).
\]</span></p>
<ul>
<li>Such estimators are called “linear smoothers”.</li>
<li>Obvious extension to the heteroskedastic case.</li>
<li>We call <span class="math inline">\(\frac{1}{\mathbb{V}\left[ Y \right]}\sum_{i=1}^n \mathrm{Cov}\left[Y_i,\ \widehat{f}(x_i)\right]\)</span> the <strong>degrees of freedom</strong> of <span class="math inline">\(\widehat{f}\)</span>.</li>
<li>Linear smoothers are ubiquitous</li>
<li>Examples: OLS, ridge regression, KNN, dictionary regression, smoothing splines, kernel regression, etc.</li>
</ul>
</div><div id="examples-of-df" class="slide section level2">
<h1>Examples of DF</h1>
<ul>
<li><p>OLS <span class="math display">\[
H = X^\top (X^\top X)^{-1} X^\top \Rightarrow \mbox{tr}(H) = \textrm{rank}(X) = p
\]</span></p></li>
<li><p>Ridge (decompose <span class="math inline">\(X=UDV^\top\)</span>) <span class="math display">\[
H = X^\top (X^\top X + \lambda I_p)^{-1} X^\top \Rightarrow \mbox{tr}(H) = \sum_{i=1}^p \frac{d_i^2}{d_i^2 + \lambda} < \min\{p,n\}
\]</span></p></li>
<li><p>KNN <span class="math inline">\(\textrm{df} = n/K\)</span> (each point is it’s own nearest neighbor, it gets weight <span class="math inline">\(1/K\)</span>)</p></li>
</ul>
</div><div id="finding-risk-estimators" class="slide section level2">
<h1>Finding risk estimators</h1>
<p>This isn’t the way everyone introduces/conceptualizes prediction risk.</p>
<p>For me, thinking of <span class="math inline">\(\widehat{R}_n\)</span> as overly optimistic and correcting for that optimism is conceptually appealing</p>
<p>An alternative approach is to discuss <strong>information criteria</strong>.</p>
<p>In this case one forms a (pseudo)-metric on probability measures.</p>
</div>
<div id="comparing-probability-measures" class="title-slide slide section level1"><h1>Comparing probability measures</h1></div><div id="kullback-leibler" class="slide section level2">
<h1>Kullback-Leibler</h1>
<p>Suppose we have data <span class="math inline">\(Y\)</span> that comes from the probability density function <span class="math inline">\(f\)</span>.</p>
<p>What happens if we use the probability density function <span class="math inline">\(g\)</span> instead?</p>
<p><strong>Example:</strong><br />
Suppose <span class="math inline">\(Y \sim N(\mu,\sigma^2) =: f\)</span>. We want to predict a new <span class="math inline">\(Y_*\)</span>, but we model it as <span class="math inline">\(Y_* \sim N(\mu_*,\sigma^2) =: g\)</span></p>
<p>How <em>far</em> away are we? We can either compare <span class="math inline">\(\mu\)</span> to <span class="math inline">\(\mu_*\)</span> or <span class="math inline">\(Y\)</span> to <span class="math inline">\(Y^*\)</span>.</p>
<p>Or, we can compute how <em>far</em> <span class="math inline">\(f\)</span> is from <span class="math inline">\(g\)</span>.</p>
<p>We need a notion of distance.</p>
</div><div id="kullback-leibler-1" class="slide section level2">
<h1>Kullback-Leibler</h1>
<p>One central idea is <strong>Kullback-Leibler</strong> divergence (or discrepancy)</p>
<p><span class="math display">\[\begin{aligned}
KL(f,g) & = \int \log\left( \frac{f(y)}{g(y)} \right)f(y) dy \\
& \propto
-\int \log (g(y)) f(y) dy \qquad \textrm{(ignore term without $g$)}\\
& =
-\mathbb{E}_f [\log (g(Y))] \end{aligned}\]</span></p>
<p>This gives us a sense of the <strong>loss</strong> incurred by (incorrectly) using <span class="math inline">\(g\)</span> instead of <span class="math inline">\(f\)</span>.</p>
<ul>
<li>KL is not symmetric: <span class="math inline">\(KL(f,g) \neq KL(g,f)\)</span>, so it’s not a distance, but it is non-negative and satisfies the triangle inequality.</li>
</ul>
<p>Usually, <span class="math inline">\(f,\ g\)</span> will depend on some parameters, call them <span class="math inline">\(\theta\)</span></p>
</div><div id="kl-example" class="slide section level2">
<h1>KL example</h1>
<ul>
<li>In regression, we can specify <span class="math inline">\(f = N(X^{\top} \beta_*, \sigma^2)\)</span></li>
<li>for a fixed (true) <span class="math inline">\(\beta_*\)</span>,</li>
<li>let <span class="math inline">\(g_\theta = N(X^{\top}\beta,\sigma^2)\)</span> over all <span class="math inline">\(\theta = (\beta,\sigma^2) \in \mathbb{R}^p\times\mathbb{R}^+\)</span></li>
<li><span class="math inline">\(KL(f,g_\theta) = -\mathbb{E}_f [\log (g_\theta(Y))]\)</span>, we want to minimize this over <span class="math inline">\(\theta\)</span>.</li>
<li>But <span class="math inline">\(f\)</span> is unknown, so we minimize <span class="math inline">\(-\log (g_\theta(Y))\)</span> instead.</li>
<li>This is the maximum likelihood value <span class="math display">\[\widehat{\theta}_{ML} = \arg\max_\theta g_\theta(Y)\]</span></li>
<li>We don’t actually need to assume things about a true model nor have it be nested in the alternative models to make this work.</li>
</ul>
</div><div id="operationalizing" class="slide section level2">
<h1>Operationalizing</h1>
<ul>
<li>Now, to get an operational characterization of the KL divergence at the ML solution <span class="math display">\[-\mathbb{E}_f [\log (g_{\widehat\theta_{ML}}(Y))]\]</span> we need an approximation (don’t know <span class="math inline">\(f\)</span>, still).</li>
</ul>
<p><strong>Result</strong>:<br />
If you maximize the likelihood for a finite dimensional parameter vector <span class="math inline">\(\theta\)</span> of length <span class="math inline">\(p\)</span>, then as <span class="math inline">\(n\rightarrow \infty\)</span>, <span class="math display">\[-\mathbb{E}_f [\log (g_\theta(Y))] = -\log (g_\theta(Y)) + p.\]</span></p>
<ul>
<li>This is AIC (originally “an information criterion”, now “Akaike’s information criterion”).</li>
<li>Choose the model with smallest AIC</li>
<li>Often multiplied by 2 “for historical reasons”. Ocassionally, given as the negative of this “to be extra annoying”.</li>
<li>Your estimator for <span class="math inline">\(\theta\)</span> needs to be the MLE.</li>
<li><span class="math inline">\(p\)</span> includes all estimated parameters.</li>
</ul>
</div><div id="back-to-the-ols-example" class="slide section level2">
<h1>Back to the OLS example</h1>
<ul>
<li>Suppose <span class="math inline">\(Y\)</span> comes from the standard normal linear regression model with known variance <span class="math inline">\(\sigma^2\)</span>.</li>
</ul>
<p><span class="math display">\[
\begin{aligned}
-\log(g_{\widehat{\theta}}) &\propto \log(\sigma^2) + \frac{1}{2\sigma^2}\sum_{i=1}^n (y_i - x_i^\top \widehat{\beta}_{MLE})^2\\ \Rightarrow AIC &= 2\frac{n}{2\sigma^2}\widehat{R}_n + 2p = \widehat{R}_n + \frac{2\sigma^2}{n} p.
\end{aligned}
\]</span></p>
<ul>
<li>Suppose <span class="math inline">\(Y\)</span> comes from the standard normal linear regression model with <em>unknown</em> variance <span class="math inline">\(\sigma^2\)</span>. Note that <span class="math inline">\(\widehat{\sigma}_{MLE}^2 = \frac{1}{n} \sum_{i=1}^n (y_i-x_i^\top\widehat{\beta}_{MLE})^2\)</span>.</li>
</ul>
<p><span class="math display">\[
\begin{aligned}
-\log(g_{\widehat{\theta}}) &\propto \frac{n}{2}\log(\widehat{\sigma}^2) + \frac{1}{2\widehat{\sigma^2}}\sum_{i=1}^n (y_i - x_i^\top \widehat{\beta}_{MLE})^2\\ \Rightarrow AIC &\propto 2 n\log(\widehat{\sigma}^2)/2 + 2(p+1) \propto \log(\widehat{R}_n) + \frac{2(p+1)}{n}.
\end{aligned}
\]</span></p>
</div>
<div id="related-quantities" class="title-slide slide section level1"><h1>Related quantities</h1></div><div id="mallows-cp" class="slide section level2">
<h1>Mallow’s Cp</h1>
<ul>
<li>Defined for linear regression.</li>
<li>No likelihood assumptions.</li>
<li>Variance is known <span class="math display">\[
C_p = \widehat{R}_n + 2\sigma^2 \frac{\textrm{df}}{n} = AIC
\]</span></li>
</ul>
</div><div id="bayes-factor" class="slide section level2">
<h1>Bayes factor</h1>
<p>For Bayesian Analysis, we want the posterior. Suppose we have two models A and B.</p>
<p><span class="math display">\[
\begin{aligned}
P(B\ \vert\ \mathcal{D}) &= \frac{P(\mathcal{D}\ \vert\ B)P(B)}{P(\mathcal{D})}
\propto P(\mathcal{D}\ \vert\ B)P(B)\\
P(A\ \vert\ \mathcal{D}) &= \frac{P(\mathcal{D}\ \vert\ A)P(A)}{P(\mathcal{D})}
\propto P(\mathcal{D}\ \vert\ A)P(A)
\end{aligned}
\]</span> We assume that <span class="math inline">\(P(A) = P(B)\)</span>. Then to compare, <span class="math display">\[
\frac{P(B\ \vert\ \mathcal{D})}{P(A\ \vert\ \mathcal{D})} = \frac{P(\mathcal{D}\ \vert\ B)} {P(\mathcal{D}\ \vert\ A)}.
\]</span></p>
<ul>
<li>Called the <strong>Bayes Factor</strong>.</li>
<li>This is the ratio of marginal likelihoods under the different models.</li>
<li>Not easy to calculate generally.</li>
<li>Use the Laplace approximation, some simplifications, assumptions: <span class="math display">\[
\log P(\mathcal{D}\ \vert\ B) = \log P(\mathcal{D} \ \vert\ \widehat{\theta},\ B) -\frac{p\log(n)}{2} + O(1)
\]</span></li>
<li>Multiply through by <span class="math inline">\(-2\)</span>: <span class="math display">\[
BIC = -\log (g_\theta(Y)) + p\log(n) = \log(\widehat{R}_n) + \frac{p\log(n)}{n}
\]</span></li>
<li>Also called Schwarz IC. Compare to AIC (variance unknown case)</li>
</ul>
</div><div id="sure" class="slide section level2">
<h1>SURE</h1>
<p><span class="math display">\[
\widehat{R}_{gic} := \widehat{R}_n(\widehat{f}) + \textrm{pen}.
\]</span> If <span class="math inline">\(\mathbb{E}\left[ \textrm{pen} \right] = \frac{2}{n}\sum_{i=1}^n \mathrm{Cov}\left[Y_i,\ \widehat{f}(x_i)\right]\)</span>, we have an unbiased estimator of <span class="math inline">\(\overline{R}_n(\widehat{f})\)</span>.</p>
<p><strong>Result: (Stein’s Lemma)</strong><br />
Suppose <span class="math inline">\(Y_i\sim N(\mu_i,\sigma^2)\)</span> and suppose <span class="math inline">\(f\)</span> is weakly differentiable. Then <span class="math display">\[
\frac{1}{\sigma^2} \sum_{i=1}^n\mathrm{Cov}\left[Y_i,\ \widehat{f}_i(Y)\right] = \mathbb{E}\left[ \sum_{i=1}^n \frac{\partial f_i}{\partial y_i} \widehat{f}(Y) \right].
\]</span> * Note: Here I’m writing <span class="math inline">\(\widehat{f}\)</span> as a function of <span class="math inline">\(Y\)</span> rather than <span class="math inline">\(x\)</span>. * This gives “Stein’s Unbiased Risk Estimator” <span class="math display">\[
SURE = \widehat{R}_n(\widehat{f}) + 2\sigma^2 \sum_{i=1}^n \frac{\partial f_i}{\partial y_i} \widehat{f}(Y) - n\sigma^2.
\]</span> * If <span class="math inline">\(f(Y) = HY\)</span> is linear, we’re back to AIC (variance known case) * If <span class="math inline">\(\sigma^2\)</span> is unknown, may not be unbiased anymore. May not care.</p>
</div>
<div id="cv" class="title-slide slide section level1"><h1>CV</h1></div><div id="what-is-cross-validation" class="slide section level2">
<h1>What is Cross Validation</h1>
<ul>
<li>Cross validation</li>
<li>This is another way of estimating the prediction risk.</li>
<li>Why?</li>
</ul>
<p>To recap:</p>
<p><span class="math display">\[
R_n(\widehat{f}) = \mathbb{E}[L(Y,\widehat{f}(X))]
\]</span> where the expectation is taken over the new data point <span class="math inline">\((Y,X)\)</span> and <span class="math inline">\(\mathcal{D}_n\)</span> (everything that is random).</p>
<p>We saw one estimator of <span class="math inline">\(R_n\)</span>: <span class="math display">\[
\widehat{R}_n(\widehat{f}) = \sum_{i=1}^n L(Y_i,\widehat{f}(X_i)).
\]</span></p>
<p>This is the training error. It is a <strong>BAD</strong> estimator because it is often optimistic.</p>
</div><div id="intuition-for-cv" class="slide section level2">
<h1>Intuition for CV</h1>
<ul>
<li><p>One reason that <span class="math inline">\(\widehat{R}_n(\widehat{f})\)</span> is bad is that we are using the same data to pick <span class="math inline">\(\widehat{f}\)</span> <strong>AND</strong> to estimate <span class="math inline">\(R_n\)</span>.</p></li>
<li><p>Notice that <span class="math inline">\(R_n\)</span> is an expected value over a <strong>NEW</strong> observation <span class="math inline">\((Y,X)\)</span>.</p></li>
<li><p>We don’t have new data.</p></li>
</ul>
</div><div id="wait-a-minute" class="slide section level2">
<h1>Wait a minute…</h1>
<p>…or do we?</p>
<ul>
<li><p>What if we set aside one observation, say the first one <span class="math inline">\((Y_1, X_1)\)</span>.</p></li>
<li><p>We estimate <span class="math inline">\(\widehat{f}^{(1)}\)</span> without using the first observation.</p></li>
<li><p>Then we test our prediction:</p></li>
</ul>
<p><span class="math display">\[
\widetilde{R}_1(\widehat{f}^{(1)}) = L(Y_1, \widehat{f}^{(1)}(X_1)).
\]</span></p>
<ul>
<li><p>But that was only one data point <span class="math inline">\((Y_1, X_1)\)</span>. Why stop there?</p></li>
<li><p>Do the same with <span class="math inline">\((Y_2, X_2)\)</span>! Get an estimate <span class="math inline">\(\widehat{f}^{(2)}\)</span> without using it, then</p></li>
</ul>
<p><span class="math display">\[
\widetilde{R}_2(\widehat{f}^{(2)}) = L(Y_2, \widehat{f}^{(2)}(X_2)).
\]</span></p>
</div><div id="keep-going" class="slide section level2">
<h1>Keep going</h1>
<ul>
<li>We can keep doing this until we try it for every data point.</li>
<li>And then average them! (Averages are good)</li>
<li>In the end we get <span class="math display">\[
\mbox{LOO-CV} = \frac{1}{n}\sum_{i=1}^n \widetilde{R}_i(\widehat{f}^{(i)}) = \frac{1}{n}\sum_{i=1}^n
L(Y_i - \widehat{f}^{(i)}(X_i))
\]</span></li>
<li>This is leave-one-out cross validation</li>
</ul>
</div><div id="problems-with-loo-cv" class="slide section level2">
<h1>Problems with LOO-CV</h1>
<ol style="list-style-type: decimal">
<li>Each held out set is small <span class="math inline">\((n=1)\)</span>. Therefore, the variance of each individual prediction is high.</li>
<li>Since each held out set is small, the training sets overlap. This is bad.
<ul>
<li>Usually, averaging reduces variance: <span class="math display">\[
\mathbb{V}\left[ \overline{X} \right] = \frac{1}{n^2}\sum_{i=1}^n \mathbb{V}\left[ X_i \right] = \frac{1}{n}\mathbb{V}\left[ X_1 \right].
\]</span></li>
<li>But only if the variables are independent. If not, then <span class="math display">\[
\begin{aligned}
\mathbb{V}\left[ \overline{X} \right] &= \frac{1}{n^2}\mathbb{V}\left[ \sum_{i=1}^n X_i \right]\\
& = \frac{1}{n}\mathbb{V}\left[ X_1 \right] + \frac{1}{n^2}\sum_{i\neq j} \mathrm{Cov}\left[X_i,\ X_j\right].
\end{aligned}
\]</span></li>
<li>Since the training sets overlap a lot, that covariance can be pretty big.</li>
</ul></li>
<li>We have to estimate this model <span class="math inline">\(n\)</span> times.
<ul>
<li>There is an exception to this one. More on that in a minute.</li>
</ul></li>
</ol>
</div><div id="loo-cv-with-linear-smoothers" class="slide section level2">
<h1>LOO-CV with linear smoothers</h1>
<p>Suppose <span class="math inline">\(\widehat{Y} = HY\)</span> and <span class="math inline">\(L(a,b) = (a-b)^2\)</span>.</p>
<ul>
<li><p>After much tedious algebra, one can show that <span class="math display">\[
\frac{1}{n}\sum_{i=1}^n \widetilde{R}_i(\widehat{f}^{(i)}) = \frac{1}{n} \sum_{i=1}^n
L(Y_i - \widehat{f}^{(i)}(X_i)) = \frac{1}{n} \sum_{i=1}^n
\frac{(Y_i - \widehat{f}(X_i))^2}{(1-H_{ii})^2}.
\]</span></p></li>
<li><p>This means we only need to fit the model <strong>once</strong> rather than <span class="math inline">\(n\)</span> times</p></li>
<li><p>This also suggests how to demonstrate that CV and AIC are asymptotically equivalent.</p></li>
<li><p>Suppose <span class="math inline">\((1-H_{ii}) \approx (1-h) \forall i\)</span>. Then, <span class="math display">\[
\log(\textrm{LOO-CV}) = \log(\widehat{R}_n) - \log((1-h)^2)
\]</span></p></li>
<li><p>As <span class="math inline">\(n\)</span> gets large (<span class="math inline">\(p\)</span>-fixed), <span class="math inline">\(h\approx p/n\)</span>, and <span class="math inline">\(\log(1-x)\approx x\)</span> when <span class="math inline">\(x\)</span> is small <span class="math display">\[
\Rightarrow -\log((1-h)^2) \approx 2p/n
\]</span> just like AIC.</p></li>
</ul>
</div><div id="tedious-algebra" class="slide section level2">
<h1>Tedious algebra</h1>
<p><strong>Lemma</strong> (Sherman-Morrison-Woodbury)</p>
<p>Suppose we have four matrices: <span class="math inline">\(A\)</span> <span class="math inline">\(C\)</span> <span class="math inline">\(U\)</span> <span class="math inline">\(V\)</span>, if <span class="math inline">\(A\)</span> <span class="math inline">\(C\)</span> are invertible and everything conforms, then <span class="math display">\[
(A + UCV)^{-1} = A^{-1} - A^{-1}U(C^{-1} + VA^{-1}U)^{-1}VA^{-1}.
\]</span></p>
<p>Proof of LOO-CV formula:</p>
<p><span class="math display">\[
\begin{aligned}
y_i - \widehat{y}_{(i)}
& =
y_i - x_i\widehat{\beta}_{(i)} \\
&= y_i -x_i(X^T_{(i)}X_{(i)})^{-1}x^T_{(i)}y_{(i)} \\
&= y_i -x_i\left((X^TX)^{-1} + \frac{(X^TX)x^T_ix_i(X^TX)^{-1}}{1-h_{ii}}\right)x^T_{(i)}y_{(i)} \\
&= y_i -x_i\left((X^TX)^{-1} + \frac{(X^TX)x^T_ix_i(X^TX)^{-1}}{1-h_{ii}}\right)(X^TY-x^T_{i}y_{i}) \\
&= y_i -x_i(X^TX)^{-1}X^TY+x_i(X^TX)^{-1}x^T_{i}y_{i}
+ \frac{x_i(X^TX)x^T_ix_i(X^TX)^{-1}x^T_iy_i}{1-h_{ii}}-\frac{x_i(X^TX)x^T_ix_i(X^TX)^{-1}X^TY}{1-h_{ii}}\\
&= y_i -x_i\widehat{\beta}+h_{ii}y_{i}
+ \frac{h^2_{ii}y_i}{1-h_{ii}}-\frac{h_{ii}x_i\widehat{\beta}}{1-h_{ii}}\\
&= y_i -x_i\widehat{\beta}+\frac{(1-h_{ii})h_{ii}y_{i}}{1-h_{ii}}
+ \frac{h^2_{ii}y_i}{1-h_{ii}}-\frac{h_{ii}x_i\widehat{\beta}}{1-h_{ii}}\\
&= y_i -x_i\widehat{\beta}+\frac{h_{ii}y_{i}}{1-h_{ii}}-\frac{h_{ii}x_i\widehat{\beta}}{1-h_{ii}}\\
&= \frac{(y_i-x_i\widehat{\beta})(1-h_{ii})}{1-h_{ii}}+\frac{h_{ii}(y_i-x_i\widehat{\beta})}{1-h_{ii}}\\
&= \frac{y_i-x_i\widehat{\beta}}{1-h_{ii}}\\
&= \frac{y_i-\widehat{y}_i}{1-h_{ii}}\\
&= \frac{\widehat{e}_i}{1-h_{ii}}
\end{aligned}
\]</span></p>
</div><div id="generalized-cross-validation-gcv" class="slide section level2">
<h1>Generalized Cross-Validation (GCV)</h1>
<p>This estimator is close to LOOCV in that we replace <span class="math inline">\(1-H_{ii}\)</span> by <span class="math inline">\(1-\frac{1}{n}\mbox{tr}(H)\)</span> in the equation above.</p>
<p><span class="math display">\[
GCV = \frac{\widehat{R}_n}{\left(1-\frac{\mbox{tr}(H)}{n}\right)^2}
\]</span></p>
<ul>
<li>Also asymptotically equivalent to AIC</li>
<li>Optimal estimator for Ridge regression/RKHS norm regularized smoothers (splines, etc.)</li>
<li>For selection, tends to dramatically over select.</li>
</ul>
</div><div id="generic-cross-validation" class="slide section level2">
<h1>Generic Cross Validation</h1>
<p>Let <span class="math inline">\(\mathcal{N} = \{1,\ldots,n\}\)</span> be the index set for <span class="math inline">\(\mathcal{D}\)</span></p>
<p>Define a distribution <span class="math inline">\(\mathcal{V}\)</span> over <span class="math inline">\(\mathcal{N}\)</span> (<span class="math inline">\(v\sim\mathcal{V} \subseteq \mathcal{N}\)</span>)</p>
<p>Then, we can form a general <em>cross-validation</em> estimator as <span class="math display">\[
\textrm{CV}_{\mathcal{V}}(\widehat f) = \mathbb{E}\left[ \frac{1}{|v|} \sum_{i \in v} L\left(Y_i, \widehat{f}^{(v)}(X_i)\right) \ \vert\ \mathcal{V} \right]
\]</span></p>
</div><div id="more-general-cross-validation-schemes-examples" class="slide section level2">
<h1>More general cross-validation schemes: Examples</h1>
<p><span class="math display">\[
\textrm{CV}_{\mathcal{V}}(\widehat f) = \mathbb{E}\left[ \frac{1}{|v|} \sum_{i \in v} L\left(Y_i, \widehat{f}^{(v)}(X_i)\right) \ \vert\ \mathcal{V} \right]
\]</span></p>
<ul>
<li><p><strong>K-fold:</strong><br />
Fix <span class="math inline">\(V = \{ v_1,\ldots,v_K\}\)</span> such that <span class="math inline">\(v_j \cap v_k = \emptyset\)</span> and <span class="math inline">\(\bigcup_j v_j = \mathcal{N}\)</span> <span class="math display">\[\textrm{CV}_{K}(\widehat f) = \frac{1}{K} \sum_{v \in V} \frac{1}{|v|} \sum_{i \in v} (Y_i - \widehat{f}^{(v)}(X_i))^2\]</span></p></li>
<li><p><strong>Bootstrap:</strong><br />
Let <span class="math inline">\(\mathcal{V}\)</span> be given by the bootstrap distribution over <span class="math inline">\(\mathcal{N}\)</span> (that is, sampling <span class="math inline">\(B\)</span> indices randomly with replacement many times)</p></li>
<li><p><strong>Factorial:</strong><br />
Let <span class="math inline">\(\mathcal{V}\)</span> be given by all subsets (or a subset of all subsets) of <span class="math inline">\(\mathcal{N}\)</span> (that is, putting mass <span class="math inline">\(1/(2^n-2)\)</span> on each subset)</p></li>
</ul>
</div><div id="more-general-cross-validation-schemes-a-comparison" class="slide section level2">
<h1>More general cross-validation schemes: A comparison</h1>
<ul>
<li><p><span class="math inline">\(\textrm{CV}_{K}\)</span> gets more computationally demanding as <span class="math inline">\(K \rightarrow n\)</span></p></li>
<li><p>The bias of <span class="math inline">\(\textrm{CV}_{K}\)</span> goes down, but the variance increases as <span class="math inline">\(K \rightarrow n\)</span></p></li>
<li><p>The factorial version isn’t commonly used except when doing a ‘real’ data example for a methods paper</p></li>
<li><p>There are many other flavors of CV. One of them, called “consistent cross validation” is a recent addition that is designed to work with sparsifying algorithms</p></li>
<li><p><span class="math inline">\(K\)</span>-fold is most common (like <span class="math inline">\(K=10\)</span> or <span class="math inline">\(K=5\)</span>)</p></li>
</ul>
</div><div id="k-fold-cv" class="slide section level2">
<h1>K-fold CV</h1>
<ol style="list-style-type: decimal">
<li>Divide the data into <span class="math inline">\(K\)</span> groups.</li>
<li>Leave a group out and estimate with the rest.</li>
<li>Test on the held-out group. Calculate an average risk over these <span class="math inline">\(\sim n/K\)</span> data.</li>
<li>Repeat for all <span class="math inline">\(K\)</span> groups.</li>
<li>Average the average risks.</li>
</ol>
</div><div id="why-k-fold-better" class="slide section level2">
<h1>Why K-fold better?</h1>
<ol style="list-style-type: decimal">
<li>Less overlap, smaller covariance.</li>
<li>Larger hold-out sets, smaller variance.</li>
<li>Less computations (only need to estimate <span class="math inline">\(K\)</span> times)</li>
</ol>
</div><div id="why-might-it-be-worse" class="slide section level2">
<h1>Why might it be worse?</h1>
<ol style="list-style-type: decimal">
<li>LOO-CV is (nearly) unbiased.</li>
<li>The risk depends on how much data you use to estimate the model.</li>
<li>LOO-CV uses almost the same amount of data.</li>
</ol>
</div><div id="a-picture" class="slide section level2">
<h1>A picture</h1>
<p><img src="data:image/png;base64,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" width="960" style="display: block; margin: auto;" /></p>
</div><div id="comparison" class="slide section level2">
<h1>Comparison</h1>
<ul>
<li>LOO-CV and AIC are asymptotically equivalent <span class="math inline">\(p<n\)</span>, <span class="citation">(Stone 1977)</span></li>
<li>Properties of AIC/BIC in high dimensions are not well understood.</li>
<li>In low dimensions, AIC is minimax optimal for the prediction risk <span class="citation">(Yang and Barron 1998)</span></li>
<li>CV is consistent for the prediction risk <span class="citation">(Dudoit and Laan 2005)</span></li>
<li>Both tend to over-select predictors (unproven, except empirically)</li>
<li>BIC asymptotically selects the correct linear model in low dimensions <span class="citation">(Shao 1997)</span> and in high dimensions <span class="citation">(Wang, Li, and Leng 2009)</span></li>
<li>In linear regression, it is impossible for a model selection criterion to be minimax optimal and select the correct model asymptotically <span class="citation">(Yang 2005)</span></li>
<li>In high dimensions, if the variance is unknown, the “known” variance form of AIC/BIC is disastrous.</li>
<li><strong>Conclusion:</strong> your choice of risk estimator impacts results. Thus,
<ol style="list-style-type: decimal">
<li>If you want to select models, you might pick BIC</li>
<li>If you want good predictions, you might use CV</li>
<li>It’s possible LASSO+CV(1se) picks models better than LASSO+CV(min)</li>
</ol></li>
</ul>
</div><div id="some-lessons-from-my-work" class="slide section level2">
<h1>Some lessons from my work</h1>
<ul>
<li>The form of AIC I gave you <strong>doesn’t</strong> work in high dimensions because you can drive RSS to zero.</li>
<li>You need to use a high-dimensional variance estimator instead <span class="citation">(Homrighausen and McDonald 2018)</span></li>
<li>LASSO + CV “works” in high dimensions (not LOO, but no one uses it)</li>
<li>Under <em>very</em> strong conditions it selects the right model at the right rate.</li>
<li>Under weaker conditions, it achieves (nearly) minimax optimal prediction risk. <span class="citation">(Homrighausen and McDonald 2013, 2014, 2017)</span></li>
</ul>
</div><div id="aicbic-disaster" class="slide section level2">
<h1>AIC/BIC disaster</h1>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb1-1" data-line-number="1">n =<span class="st"> </span><span class="dv">30</span>; p =<span class="st"> </span><span class="dv">150</span></a>
<a class="sourceLine" id="cb1-2" data-line-number="2">sigma =<span class="st"> </span><span class="kw">c</span>(.<span class="dv">5</span>, <span class="dv">1</span>, <span class="fl">1.5</span>, <span class="dv">5</span>)</a>
<a class="sourceLine" id="cb1-3" data-line-number="3">beta =<span class="st"> </span><span class="kw">c</span>(<span class="dv">1</span>, <span class="dv">0</span>, ..., <span class="dv">0</span>)</a>
<a class="sourceLine" id="cb1-4" data-line-number="4">Y =<span class="st"> </span>X <span class="op">%*%</span><span class="st"> </span>beta <span class="op">+</span><span class="st"> </span>sigma <span class="op">*</span><span class="st"> </span><span class="kw">rnorm</span>(n, <span class="dt">sd=</span>sigma)</a></code></pre></div>
<p><img 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" /></p>
</div>
<div id="brief-foray-into-model-averaging" class="title-slide slide section level1"><h1>(Brief) foray into model averaging</h1></div><div id="what-if-we-dont-want-to-choose" class="slide section level2">
<h1>What if we don’t want to choose?</h1>
<ol style="list-style-type: decimal">
<li>Choose a risk estimator <span class="math inline">\(\widehat{R}\)</span></li>
<li>Calculate weights <span class="math inline">\(p_i = \exp\left\{-\widehat{R}(\textrm{Model}_i)\right\}\)</span></li>
<li>Create final estimator <span class="math inline">\(\widehat{f} = \sum_{\textrm{models}} \frac{p_i}{\sum p_i} \widehat{f}_i\)</span>.</li>
</ol>
<ul>
<li>If <span class="math inline">\(\widehat{R}\)</span> is BIC, this is (poor-man’s) Bayesian Model Averaging.</li>
<li>Real BMA integrates over the models: <span class="math display">\[P(f \ \vert\ \mathcal{D}) = \int P(f \ \vert\ M_i, \mathcal{D}) P(M_i \ \vert\ \mathcal{D}) dM\]</span></li>
<li>Averaging + Sparsity is pretty hard.</li>
<li>Interesting open problem: how can we combine LASSO models over the path?</li>
<li>Issue with MA: <span class="math inline">\(e^{-BIC}\)</span> can be tiny for all but a few models. You’re not averaging anymore.</li>
</ul>
</div><div id="selected-references" class="slide section level2 unnumbered">
<h1>Selected references</h1>
<div id="refs" class="references">
<div id="ref-Dudoit2005">
<p>Dudoit, Sandrine, and Mark J. van der Laan. 2005. “Asymptotics of Cross-Validation Risk Estimation in Estimator Selection and Performance Assessment.” <em>Statistical Methodology</em>, 131–54.</p>
</div>
<div id="ref-HomrighausenMcDonald2013">
<p>Homrighausen, Darren, and Daniel J. McDonald. 2013. “The Lasso, Persistence, and Cross-Validation.” In <em>Proceedings of the <span class="math inline">\(30^{th}\)</span> International Conference on Machine Learning (Icml)</em>, edited by Sanjoy Dasgupta and David McAllester, 28:1031–9. PMLR.</p>
</div>
<div id="ref-HomrighausenMcDonald2014">
<p>———. 2014. “Leave-One-Out Cross-Validation Is Risk Consistent for Lasso.” <em>Machine Learning</em> 97 (1-2): 65–78.</p>
</div>